{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wzgB3kfv23ap"
      },
      "source": [
        "# Face Recognition Demo \n",
        "\n",
        "This notebook is presented to understand how Face Recognition package works\n",
        "\n",
        "_Note: This notebook requires a GPU_"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4necJhIBy07E",
        "outputId": "17da72bb-7242-4e16-f54b-69bbd8482ed6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting face_recognition\n",
            "  Downloading https://files.pythonhosted.org/packages/1e/95/f6c9330f54ab07bfa032bf3715c12455a381083125d8880c43cbe76bb3d0/face_recognition-1.3.0-py2.py3-none-any.whl\n",
            "Requirement already satisfied: dlib>=19.7 in /usr/local/lib/python3.6/dist-packages (from face_recognition) (19.18.0)\n",
            "Requirement already satisfied: Click>=6.0 in /usr/local/lib/python3.6/dist-packages (from face_recognition) (7.1.2)\n",
            "Requirement already satisfied: Pillow in /usr/local/lib/python3.6/dist-packages (from face_recognition) (7.0.0)\n",
            "Collecting face-recognition-models>=0.3.0\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/cf/3b/4fd8c534f6c0d1b80ce0973d01331525538045084c73c153ee6df20224cf/face_recognition_models-0.3.0.tar.gz (100.1MB)\n",
            "\u001b[K     |████████████████████████████████| 100.2MB 42kB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from face_recognition) (1.19.5)\n",
            "Building wheels for collected packages: face-recognition-models\n",
            "  Building wheel for face-recognition-models (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for face-recognition-models: filename=face_recognition_models-0.3.0-py2.py3-none-any.whl size=100566173 sha256=f146433cfe6a12aa3590c80aa3f6bb8f7ce15914d69898607c0f21a4e11c4707\n",
            "  Stored in directory: /root/.cache/pip/wheels/d2/99/18/59c6c8f01e39810415c0e63f5bede7d83dfb0ffc039865465f\n",
            "Successfully built face-recognition-models\n",
            "Installing collected packages: face-recognition-models, face-recognition\n",
            "Successfully installed face-recognition-1.3.0 face-recognition-models-0.3.0\n"
          ]
        }
      ],
      "source": [
        "!pip install face_recognition"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "z-n2CSR6NN84",
        "outputId": "4193bc46-924a-4e0c-edea-e04aae10878d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "--2021-01-23 12:26:22--  http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2\n",
            "Resolving dlib.net (dlib.net)... 107.180.26.78\n",
            "Connecting to dlib.net (dlib.net)|107.180.26.78|:80... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 64040097 (61M)\n",
            "Saving to: ‘shape_predictor_68_face_landmarks.dat.bz2’\n",
            "\n",
            "shape_predictor_68_ 100%[===================>]  61.07M  6.48MB/s    in 11s     \n",
            "\n",
            "2021-01-23 12:26:33 (5.43 MB/s) - ‘shape_predictor_68_face_landmarks.dat.bz2’ saved [64040097/64040097]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget http://dlib.net/files/shape_predictor_68_face_landmarks.dat.bz2\n",
        "!bunzip2 \"shape_predictor_68_face_landmarks.dat.bz2\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n_tj-e253Ytn"
      },
      "source": [
        "## Import Required Libraries and Utilities"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "SD1eQPc5yOoA"
      },
      "outputs": [],
      "source": [
        "import cv2\n",
        "import dlib\n",
        "import glob\n",
        "import face_recognition\n",
        "import face_recognition_models\n",
        "from face_utils import Extract \n",
        "from face_utils import FaceFilter \n",
        "from face_utils import DetectedFace\n",
        "from matplotlib import pyplot as plt"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DszqRhGt3lrC"
      },
      "source": [
        "## Set Predictor Model using DLIB"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "-aN4dLFL0Uxj"
      },
      "outputs": [],
      "source": [
        "predictor_68_point_model = face_recognition_models.pose_predictor_model_location()\n",
        "pose_predictor = dlib.shape_predictor(predictor_68_point_model)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "86TdKaJjzNt7"
      },
      "outputs": [],
      "source": [
        "def _css_to_rect(css):\n",
        "    return dlib.rectangle(css[3], css[0], css[1], css[2])\n",
        "    \n",
        "def _raw_face_landmarks(face_image, face_locations):\n",
        "    face_locations = [_css_to_rect(face_location) for face_location in face_locations]\n",
        "    return [pose_predictor(face_image, face_location) for face_location in face_locations]\n",
        "\n",
        "def detect_faces(frame):\n",
        "    face_locations = face_recognition.face_locations(frame)\n",
        "    landmarks = _raw_face_landmarks(frame, face_locations)\n",
        "\n",
        "    for ((y, right, bottom, x), landmarks) in zip(face_locations, landmarks):\n",
        "        yield DetectedFace(frame[y: bottom, x: right], \n",
        "                           x, right - x, y, bottom - y, landmarks)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_MXmqbW53rpq"
      },
      "source": [
        "## Load a Sample Image to Analyze\n",
        "\n",
        "This sample image has two public figures, Donald Trump and Narendra Modi. We will work through the following tasks:\n",
        "- Identify faces in this image\n",
        "- Perform face recognition, identify which face belongs to Donald Trump\n",
        "- Extract required face and perform alignment"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bChARrKN4Pq2"
      },
      "source": [
        "### Task 1 : Detect Faces"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "id": "sbcQUjpw0DUz",
        "outputId": "d5764a12-8a2d-4d23-eec5-7853414235be"
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Load Sample Image\n",
        "image = cv2.imread('sample_image_cc.png')\n",
        "plt.imshow(cv2.cvtColor(image , cv2.COLOR_BGR2RGB))\n",
        "plt.axis('off');"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 479
        },
        "id": "oO4m8je2zvf_",
        "outputId": "5ef31986-3be8-4a3b-dffd-c069f889417d"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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a6OcGf9AbImG4yCVx8sbycCFNSiZHUKiTpl1oyC5oKgzQMIJ/EDLj3jsRsH2QUbV3tGtAz40kVEKs14xtvZ2HhOJuCA3caMggACM5msk1+fTR64aiNwVfEQzPBhAoCC0ruQumQsMpU+ZcK6pxfWaNTgKr1GUZaM2ptTHtlDztcTW8Po6Eo4gHV2DX0rW9ImA3Rlp8yEVb8I043RJmv/6588dD818JztY69Ea7nMDWuEAJcfglGwxChU2U76hAVh0a0SB7YNzIgIMiUTkTGoylyzUYEOgCaVTNaKr1WlmKjsuWjtNwQrzfoFUjgm6a9tQWPV5tHckTKRVahzZYuFRSsIYWRgnSRE8TWnZIzpgON4o5z63h1qkAvUXgSaJ1mDSjnuhVWceBNXOSC0niwU9lxm0Izz6IBASRKQ6KKM2cSQvX5iSoYRwh64RqIm9VY5AxSKLbC7ObRyVSBfEcBBQvlQax0PC00N0ppXD2kHeq96gw5qQpXVGPAHka6Gi0EPiA1RKHXYfDyhmGh6J0CblB0AEPR2UVrolDJBKY4VdSrK+jFZKN0bdrQPTe8dUoJUX1TSlQ2FWLHBUq6fh3yDWelD6qXagZjlvHloW0O0SSNYsCoxnXjGuh95CxBBt9Jn8QcBGTw+ByDVcf5o/4+u3Mb1rthjh+iBH6weBczyfa5QnqGfGEZ8GjsI2eoIVeM5i0AKk9JGVzCjnOxMYoRgIaAjqfHJi4yE6wfaI6rGkRoOKEtcsHqtjeaFdSGVYvOrihrWO6Yl0wDXHYPKB4N8iHG27mXfRwLqSS0CxoDrkgupG4uV0TvVdsWUI+EHA6zfqoHImsmba2jZnCvLNao0wlpBSP61NVmke/Yw6JTmsv8NFzwlOQ8C7KtJux3rDaRq+eg4hB8aSoRy8vKRjH6MUmJE2oGrQVfJgEUrnqdj4Yc8FBWshiKHne0VulWYXemXPCWhvf05Gc47hIkHQJA91YdCGlKZ6jhokj5xKVWhQGwdMsErjiJPHQaQe8ZiSngMdxjd01UJAFFFd9OeB1bQj1GtSSdGjLCestgmPrnXu0WuYhg/XuJMmYBC9irdFrI0kK7b43lAxlprYFbxckbZA8xZmU0YptwaIEQTeOtREVVIbMsr1CjQxYLf7C+v7JwVkvJ2w9Y71SUuQOb53GKO8jy05KZBVriEaTLoOljMx69ZHAyC7dfEDSqEqOEiaAPlwjDA2wk0XCVpVSeEq9RyYTiYOQMn1kqNadKhUlsXYj5ag6qQiSxwHWguYSv1cUSTumwyF6C1f6slKXZ5bLmVYvXJ4fOZ/OpJR4dfea3e42CJapMB2O1KcnLrXjVJLagKHDzSJTMKYGLk4PtwC9VdZlJalyPNxiBr02pjxd+5lpPrDaKZjflKN10IxPBaGTWiGViTQHDFcNy6BbQEGrNg7LyJCbFDCg1ybod4Ry2HH+sJC8RbY3xQckN/NhCBhPUcA/6SMdpwUGGpBdSSlBjsrs41nD0CrNaGFgC7NA75Hxk1wZZ+BK9G39aErhANsSWq1r+KE1EkAqkYTcemjmrUV17nEfsuYIKgfxPiB6+Ke9dSSPRForpRemIpg4ta3Bzm+cjvuQyPwKZQORbJJLFB0ZlXOg4nH6o+SKyg+E5b8hOPsaRveko7owrE9plD8LSjoyUvSXW+bQzYgwzsYGrlWDBOhm0dzjUQ00Hk5oXOPNbdBZE24RuDYOVxo3pBO9VVSCErKPN9A8+tVwZ8gw39e20npj2h/YHW7o7pzaitXCPB9JaSLvdhiwrivrUjmfLzyfz3RzLmvn9viKspspDea7md3dhC0NbQvdLnT3YEDdmPY7pv2efjmzLmsQFGkgDzN6a+S8MqlwWSqLruzKFId2r0zzkXpZcDRseknQMmEeXmctOzTPQ1fTQYoYtTakW4j1CtajiuhgUnVINWmY/Ft2JAu+dDALOO+Ku+KaA+7Lxh0Ml5OGBOaApglJKZw6Es4vLVOwvMvCRlRFwGmQdBbEIYTeqSneQxSbTwgmYfzO0GaDNApBv/VGco2GXMCv8k20BNZeDBk5p9F7V5begjEdnmqEMO3nIQGagSdKUloOj7KMAI0ObCOFxu9iI8K4VnfYklgkx3+J+9mu7U8OThUiYw+ip0scDhtvVFrFag/4giBSIjPJwK0jKqP/iSZZwjk++shI6N1HRA8hSYJhGj3rYBlH1Q5aGlqKS8+ScB2sriaWNvyMmpBpppQSlrp5j5SMpJnawfKOXg6YCG29cFo71s7AigK9rrRmrGuj1h4PXAvV4Hm5MKkgrfP4D7/gi69+yu7wmuNhJpfG5XTB1gXxxsXgzZsvaL1xev+e5fRMkkRzIWlmNxcufSHJxNoqbjWCpjWaJo43X9Bqj8OrkfSSRO/U2bTj4QWWmJ4J/bBDD3khYJ69MIPOtY8VVZIkckpoSfiSxpcFs941Dn11I6HYeD42CDQZfADDxaU5BQMvCfGth9mMHkNuIvy+bEYQNhQWfWMYBSLwzDrmfUx+AH1wFSJYSpGIUWyJIOxDe0ykkM0ktNpOVFLP4dt2CVnKCCa6iDBPu2CFdZNAontOGlxA/H7HdMDaLRivgfkSaDJY9gAaLyGYtvcB49n9mcFZSgkmdDB8IXuMh68W402jhOdwXoetzY3eHRUbTB5XLYzRm24OSyOCzcazUlFsMHutBzNXexwQccjDQdSMYcFKYa2TyMYucGmVnAvqMY2hKZPnPU2E1RzdHZhvX5OnGwyYjreIdVgWnh5PXJ5PrKcnrK9Rdecj83xA8szxeEdSJZcYE/rw/j1//w9/x3T8gi9/8hWv3hx48/Yn/O43v8bWTk7w/cOJV68/47Of3fLdr37B4/0HSlaWtZPKzHw4Mh+PLO7YOuQDUWxZeDw9c3tzZDld8OskDAhBzLU+pkaGowoJc4NDEFHeR48ffSBED26DqHGTsEmWTMkzp3bPpNBITJogpThEA8a6D603bcK6j8QVwwEiwUo3g9ZXrPeBkgItNA9pxMd00XZIRSQgcGsxOCAh37X28rU+GFEVDTRXMkllEFhGtzPJCzmVwYYPlJCE1EMWar0GpB0B1HujWcWXhf2RQC2Dld1kGk2hY28wOP7f/1D3ZKPwNtJnjJT5psluASob1TKC9M/sOTfrGt6D6HEnW4Zuw9OYBjU95Izhn3Q0bGoe7Gowahs2d/KAMhskUAkP7YaJ+3hgJhF0fVSAMkaFcs64JjQHUzfaAHqzEJaTsPQKy4naZna7I0ZC8oQvDTPn4eGJ/T50yiodWy/UugSrWwrHN5+hRUNbRFiWhdPzM0ai5Dz6oJVWO+/ev+PwXPnys7c8PV44Lc5ud4emCffOx/uPrBfjsN/x+sufUntneX4kT3selwsuOySvHG9e0WtjXVbOlzP7lDg/PbEvO7qEvBAe1I0tDwi7rpcgGkSw6uGf9Y0ZlWEbVHxYLEV8yCoRmCbh9533R54HxMTjHnuMlYAEAM0yxstEQYc3WTRGrlLBZWNW49+tt1HBA6Ju0z7+yRlgI/gGndhaIw943IbGun3dpgNnzdEXTvMwlDjWV/zS8SkY6BgAyOP8ZfCGboXDwlkVLRLUdWGtK/NuGr8nfLUbhN2moDZ/ErxIiS+BOf7Z9MxRgCKwwzZoAwHbJ9/3ZwWniEQWGTDJJLKPmw2fYpQ8GWM8jAOxmQ1kEACqIcEEm9mw0U/Y8NeKDMfOeGRmhmgmSQmP5Ji+CBHdSGn4NLEBHeK2dAn2zEi0AX8kZzwlOhlNM7e3R0yE79+/5/7dR27u7lAF65WOk1Nh2u/Y7/eUaRf+z9ZY1karF7yeSfkVx5s77JQ43MY9uf/+Hb/9h/+Hz//iL5DDLfPtHdPxlqJQnz5SivL4/MTx9pa3P/kZv/3tLyiSkJapWTjfP3BcVl69fsub21e8++1vqLUxT8L5ckFVwyeqgmsbvRtXs8RmK1PxsEXakLk3DKVKJ/pgcUd9+H0hen3RGMGaJnq9UKYZySXag5F0tRRcEjS7zu3aQCZIYW12PaEiYcCAYf72TTqx8fcjOasMVjueXbOwFqYSSUEQGtB6vb4Vs072ek0+UylsPV8fZncdCGsLgJSU3oXNQLDZKmVozqpC7+vw+Y55TYsJoe4N5KV3fQmpl6oX0oy8dHPXr5CR2LYY2f50zLX8QHT+YHBaj4lyHTc3iZJy0OXmm8fBuY549cgHSkDQzfYXM50DFgzLHAQ88jHoFvqmUi1cGlobKjm0JzR6UwHNgxBwQnPtUBnzfpLiSjSTU2aed5TdgbK7wTRh3ZmnRKuNWht1PdH6xN3xDmEOIkeVsptIU8EMluczdTmjfeXmUHCcaTfTRTncvubm5oavvvqc3x1+ydOH9/zq7/8G9nfoX/01tze3lDnYS1svTFOhWWe3e8XdFz/j/a9/yS4Xbl+/5vL0xNPD+zAP5Lfcvn7N+fmZ1lv08KrUpUEaY16eIwvDlXUNeauGSdxa9GUjUZr7dSpm4yhCWB+qpCZW62gJ40H1MRHkHuyv6PX+mseGhBjWjOHyK8HnnTyFyaNZo7ZGby/jdD6+zsdBTSlcS+YRLN2HG631cHEZoAHZW4+KGCw4YOOAdyMPPbpbx9eYTImNCyF/AaScsBbPuLMViIC4kybKCGa7BtFwmF0tpFswDjju/xzablVRt/8WibM9ZJONo3VGC+LOH3v9cHBaVLaGYpJJRjhhCMNyTsPj6S/ZMenW8PogdyKwXDYotgnhcYNsMGvb1Mng/gYEqnGrdA7IZmFucILpRIQkiaX1kf2dSljcSplAC6YZE6WvlUt7ZlkmejOwzu1+x5SD1Z13u6EZBqmVSyHao0ZbnnBv7PdH8m7H4fY1z2toY9ZjpceXX33N3d0Nl/XC7z8+8ptf/QP9y69pc+Y4TzQzchEkhZySd6/Q/Xse37/DHb7+2Tccb1/x/vff4h8+8Pb1W+Z5F32dhqxhOoZ7e6cJsN3rFNXL3WhtvRrSbZg6DA+z5cilonnokJnea4yOiZBywTUFhNbw5mpWzqcT0/Emvn3wD70bmJN3YXWrY11NSoH/mjXWdaHWSusrwHVIwCwkFOuGe40EIsFndNsC1TidziynMygcDjc0z5Q5cffqiKSEaw5yrVcmN9TiuTEmXZKHpBMe2s2LHISPagOzGK/TWF2TJKHySZ/Np4wsbHA2Yk6urUNIOy9V2j/xEG2hKHI17I3AjjHGH8K1PwxrLdJAHxXOLabpbfhL3UIr2jLNRubETRgkgsew86j4MFgwGVT4RnLZ1iNJgK0kAhaHHw+KWwg3jCfFBrHRPYiq1mIMGkkxXD1BHQyd9RPdO+d1pS1BiniYKPFl4VQbdd7BtAszghjzFPOmvVVKForuSDmzNmftnS+//Iznhwfq84W+LgHzysTnb9+wf/WGf/z2F/zuN85DKXz19jX7MiElcT4/cjsfeD6d+fzzn/C704nL85nf/Pq3fP2zn/P1zybef/drnp4eudkfEHfWWplTjoPjYY2LyZ84FKYyKpoFM9sjxa3EgLITA9GKjhna2JOUctpsWGP9ilCmQj2NiRonej7rpFbpeRryl8Twdy60GuyydyWlMB5Y66x15XK5DLbVrjt95NNDP9ql8BwrOQdjvdSGS2xt6Ai1Gf1ckaSc6hmdd4hGUL06HkmikAztnctp5dXxEGRej6BQgWZBSKkqPQmuSutGHYkClGwhOeVhAXXrVw5l03M3SPoSpGz+k09CkWsB2uqUbhrocBLF3it5aTv+1OB0i0Ha7BtJsJEMm2MnblCI2nEIOsHWJQmNUZOFE8NjG4EMGCsMNhEGdUXsjRmBqWKYptFIW+BeHV+viSyJLBHxGcXWSmsDXichTTOSlHo+sbQggcgF1cxuP0dFWVeWx3u89SChcsGunlNl3u1i0FuE3bxjLhPL6cRvfvUrLs9PvH39GuaMzAG1Hh8eeFjhi59+w9N65v1v77k8X1ifn/nqiy/Y98ry/Ei7VDwd2N98xtd/9de8//ZXrM9P/OJv/4Zvvvk5t3e3vHv3jqKJ4/EYld+MPM1RyduCWWdKGZMg5rZ+rZmFsXpARbGYDsn2ifdTh5ouL3OY5obV9Tpex4DKrRs5F6w1lnWFrVJoRjSxLtvsQ2AAACAASURBVCvuGk4rzaOXg7U3Lq2yrjXORX+BlqREWyvL+URrlZQy0zTjKcbT3AUXp5Q9Uox9DiJrWQIVPDw8IklZm7OsMO0yb+5ueHWz4/n992gV9vOELQvqw7iwmQHwwJw62qrB8ttQ3GNKpuNidHpMSo0w8eFwEgaxo59ysEFyDcFwTHNxDT714andCp+M7/xz7XvIKPkM5rWPYqjbQqlrGINuuuSQRMYli6bwabqP7DGq6lVz8zEpsTFg26TKMB9ITBxs7tzeOqlMmMb0h+TwqU6545cl9gN5JIFMGoROkAm745H98YasQrcW8Z4Vkx5ykV3ANCZQLEEP0/d50zmTcHt3pNG5//CRKRfuXr9iXSrdlbQ70jvUrvzkq284phvauvL7737L49MTu92EXVbef/srdndv+Pv37/jr//E/8eZnf8Hz737H43ff8u0//gOfffYKM+Ph8Z4pT8z7fYyxzTNTyVzOsZWubqN4LcbsLpeVuiyU67qWcW8tgqd3i4VdKSY4sGBaDSMlBTLenVRm0hDzex86YjSDaArXT84Ta62sa0gfyYOA6w61V5Z6YakLl2WlmaB5YtrtYJ4xUZ4v9zw+n2nLyrybKZawy3McbU34mLZZx06m/XGHzWHPnFIYSmQ9c2kXzicwzeT9Lfsvf8bl/ETZRUjVXkNOU6F5H4vOCEukeiT2PEz5Q6NvPdopST5W5ITkJAOG+mBqX+ghv/aTwVF9yt0OphpF+QTafqJ3/lnBqSljvUYWTXKNcrkG04bJQyDf7ErhN7Zwl0SMX4dyh0uYrXzGxPsI5NE8x4jUtqQrKPXwWoYPcuoOWZEUxI2IQq3s8kwy5xLjDqgKr99+Tq0xzKxpJuUd6+VMXS4xVK0xHWGjJ6l9wZfGPt+gItze3NBa53xeOD+f0Jz5yVdfIZK5v3+gXSqv72741a9+ybqceH48449vub29IQG3r27BGtUEnXdMSbg83HN+uuf7777n9PTIN//xP9KnA8c3n7GeHvjw4SMoXOrC89MDy3JBVGjLBY4HUikstQaUto4i1Fo5n094r2iOge2tR3QHSzEQjwna1hdijRemNOZbA9oJwWLWMeg86FY8eUyVDOKj02P7XwAimhvn5czz6SnG/0xIWnCd8DzTdeZ0OvP+/p71sjCXiebCejpzPl/w3pl2BzwXUmlM0xTQ9+lMmXaU3TFaHBH2ZYenIJWeTxfePT7y5edfMN99xtPyxJevv6I+/B5rIR/5dpHDGJFT8BFWZizHrC/bci6rwZmM8bwXv4AMroNRFT81I8gg6V6qoQ4NZjP8f1on/Q+/9E8LzphAWcMpcWWlPvkFHgV8I2icHtBVYiWDEJMSMRqzMXUbz/6iFykJkRwT/sNIcHUmMBgzyaiGLOKqTLs9ViZ87Gqd80zR2EGrlxPPz8+cE+T5QJ5v6Kpcni7Ufk9fFwQjaRlMXewJataZcmatlY/396SnM8v5zM3hSMa5PD5zPi+czhdev/2MnAsfP35kzsrdzZ6H9sR5feDDbx+x5S2ny4L1G9a6gMy0Znz//IRY5/fffkcR+Lv/9r+RpJKPr1kf7rmZJ7Imphwmh24Nq9FfrnWhW2WaCn2woD4mZRBhXS+odaopKRtoGs9tSAxsXlm7khnxO4w0Whd3o9ULy3nicLyNHtIbJkZKTvdOkSk2GPQGxNZAV6W50brTWh1VGnAhSaaa83j/RPMnHu4feH74yLyfSLsdba1YrdAa59MztRvTzS2WcuwqIvPw4Z7j0ShvZ6abI7QGzdE58erVK/bnC5fnE48P97y6vWEx5XdPja/vvmS9/zDWnMhIRmPWVBTRjE47dN6Tp5mcp4C3NZCCW6gVkv7Qon61C4+I0K19HD3o9eu2QfQRvNtP2WSgf8b2/luDs9aOt/HDhuteZRgOPtk4Vp2xpY5RwocQK6OqSpT+sPalT+SUIIDiJwYdz/azRp9SvcWY1DSjeRfLm+eZqezw3YyRw51UK27OOuQfx+h14fT0kZx3aEqUnGK6P0uI2KrBMnowrrHyJsT+tYWp//nxnnY5sZtmrHW6JZ7uGw+PjyCJJIavZ7766gtev3rDLiW+++13mC2cnz+iVtnf3vH73/6eu0Ph8f4D5+cn1BomQlLjF3/7f/Ozv/wrTqcz5wfns8/eknOmDOtkHpDLzEOasB4aYo+lWK0NU4EFMWatknqnTDtSmYa90q/9ZfhaLZh1ifscAU4EG511eSaX4A2wCLhUxpTR6M16j+H7ToMeMDGKbL8m85ge6tS68vHhnqfLQjdnnmdubm/RlFnXSi6FUiJJWlLyrgSp1VaUWA7dWiPljLXGzSCCVjPOS+V4uKFdziynEx/bStrt+e7+kaKv+cnnX/P07tfY8ji82TrW4gSE7qqUFA4pHWaFklOM2vXQOEN736LuBch+Uqeuc8Qb7IWXJPAvSKO8bJr8M4LTxqYyJ1wnCOQt0EbUq2boDfFESZlt3G0zSMf+Hdsi9tpvig38LgwTddDL20ycWad5o1tCUkbynt3hLnqlnJgOO0rZ83RZSeaczycu5zOCUOY5brQOEXl9CgeLO7RYiXhqg9XsbdjD4lhqSuRpQkSYVMfuIsMtpiKSOvNuRlIJhrhX+nrh47vvubk5cNzvOe5nShYmNd7//jf8bD9zmBO//uXf8s1f/g/811/8gje3B/bHA/v9nsty4dt//Du++PInLJdnnh4E63v6eubV7Q3TXGLTPbFYWzUWZXvr19amtVgp6a0jVmMrvStZEmnO1wy9yQqxWCzM9MDVapamCZf489ZqeGQJ6NiXSp7LmEllGAig1oZKBLCk2EvsFs815/D2Xs4n6rpQinKzO3I4HNnNBWsrzDPbPtqbNILleIObcblccM/cvHkV5yAptjSe7ERtIcMI8L6PXtRiDnmXlN0u8e23v2Gffs58eA00+hrTRSGoRqDF+w9Lo0moEEqsR3EdReSlVYxz+gd9pV+1+z+IPviDII3/fjHF/2uvH2ZrPQZ2lZjPDFnar1lDNeFi7FKK/nIEoI6VFYnITOb+SU/zog3ZCEbTjZqWMTzMaE+D8tccS5QX6ySIDeKi3N1mZFl5PD1yPj8ylbGpz2N9/+V8ivUaHjtcVAW3hhIEkIzlV906fT1zaR3XzDRN5Jxjd+wuqm4fmx7CzdjY7+847HY0jcVj6/LMIp25FPbTDDhv726o5ydOH99xuLnj8XGhLmc+f/OGy/mE9U4pibvXX/Ltr3/N7777lq+//BKrFx7ePaHiqHf2h31IIFLIeYrRKXdyVlLO1NqpS8gWOcVcZHej20pvGRuGdPOxhrNWKAVpDckpzAo+AlRCCmnV2B9e00TotV/NCtYqm2Fdx1C3IdS2YGNqaK09Ng/WynmpVHOaAZrJSZnnQlKhrSu1rteF2vM8U/YHVnNSLrFsbQr9dq0rUyrkXJhL5vmycDmfmZKxn2daayznld1+z9IWdFHevLrl8v49Hz+8I2Hss6OewsSuMgb0N9NMBGSWRPOO+RpGDrdBjL7IJS9I9EVO2dRN90GaDgj5T1HrpzA2Av3PhLWqOVYzIONzLMYsrRhIuvaF4R0cGWbMWYpyXRHYJVZxDJ4sYOsYHUIzNhY856Tjs1CM7p0soW1aa9R+GvuBCq03HtpKW2vAnR43EldUE6fH+3jodWVdA7bu88RuvydPyq7MlO2ejIkX6sylraF7dSdL2C/a+RHJmWmeo7k3o66Vfj4hecBtVbpVVs3s5tBKzZze4M2r19Raqcszr29uON9/5O64j59vjveKtYWvPn/L+w/veXr4wOvbO57XM7gxz5nTc2eed+QUGwyaG4Kx3814b7R1jR2vKVNyjpUi1qJC9kZtFRUnpVhKnUp5aTusRzVqn/RhwPr8zHv5ns+//ilNjHquOGNbvgdJ2AfUrN1ZWDHJdAfvxrJcQlKplafzhUaOlSq1s5xPWK14bTH4oIqWeVjpMtkb1hq7UkhaWJYzS+1M8xHV2FbvpxMlZ96+fUVRp14utIdn1t44HnbxWS8Oh8Oetq6kIjw+nbg7TtfFZ+7BfWTNpPyyA0usIr2Oz4H5pLmUf1rxPu0ffWw6hNDR+aSwynVKZVtc90O95r8tOLOiXUKaKLG4GfGApKpUAZUdphVhbN9WjQ8Z8hjSdYtAe2mKfZgMNlswpFRQ6SCxCT4OSI7q6zKGXYOWTvlmzP3F/lhrlcN+T0+J5XLmXJ9prY3ZP2fOQknlSmrlVBCFUmJJtaQcDpndzB6ndouPAxDofQ2m0AzrC1PeU+ZdkOa9s64X/LxAGvuE6Jyfnim7acB66K3GhM1yQbNgtdK7spsnDvNEXQMGSlJe7Q9I61yeT4h3ck7DQhf/+IBx0euNjQIp0dYFrJNV6bVCCh3YDRodlyXejxvTNFFSiq30cG09VOCyLghK3u3g/p52euLh++8ouymY2LqQclyru+LWqMuFcx3b8kSCUxi9r4+KjBlWn5Hx8Rf2vHIeJGIXZZ7jA53QRpri2aytImrsREm6R2Xl5jCj7rS1khAmEdZLRw+FcwcdWwytx/BDSTO+O1JPj5TWrxJaRoeRA1wySRMlFXrvrP2C2kLyfl2vE5pvGBX+sFq+eAi21TO+xeTgXjZt1e3F6veyRf6P95v/anCOaTDyWBBrG1mTUvg1BZoImnZAGJHVFZpH/yKbDU9jK10K/6KK4sSuWNWg8S8Naot1IoxdRW1dcVoYGHKiJIk5b4txsuenB47H2ytzua4LdV0R6bG5ISmHqZDEqSSShD7r3WiDdAqvkcSBzok5JaZcyBomhW11YzeL6Y7xTyhCNzFyVBtSZpalwlgatk1+tCH+z5OiRbC1srZGniZSgrSbwm6YM5Mqy9LovYVjJuXhkJLrYqtNJBeEKiGnYE4elL21BaVczZ1pmAV8wFLZgh2/suMi8SFCc55orXE47DhPQvPG6fGe2XaxtBuw1ki6sbV9VO7ocTvOpYUWmsfaknhvStZCJwbYz09PLK0iJWOSwzNsE2XKTNOe27sbUk48Pj5hawVWdJpYLs+8+93C8eaGkuJT1trzE4tNlJzJc2aa8rAEgpsz747c3uypzw8oHbyFuV3jc2scwVMEnXqjtQtC5brVYJs7/oT+EXmpli8veSFCP/mbP6SM/nnFvH7+z58anK0Z2ccKB+H6yUwD3Y1l0AJScCk44yMb0lhd0dvYjlDIOnO42fP2buZwmFkr7OcjX//0juOrI795d8+3v3nHcmlclsZcdvRaeXz4iNc+vKCJtdawc9GZyoxIkBvn85m21uvNkwRZnP2coMdakzR6WyOWjuXBZG5uGBVlKhO7eSYr8VkrLaZyUMVLia14hJVRx76b3nrA424xwDs+xgBx9LgfRosWiWc/x9Y5SUy7GSD6xW6xDdCEirPU6CFba5Rc4u/HIDAECugWNjnFkZLR8ZzCOhnbDlPWMHxLzD32pljpQCziSgP+AUxTovVHRJ3Dcc/j8xkRY32+YKXgSZjKFG3GIKBaN7o16noZxo5YpkWO/bpu46P9NNPbyvnyxGU5BQvcYiveYT4wTzvcGuv5zHdPT4jA+fkxEooG5K4tCkRdThyON6GFN6CvpCnH+ewT5TBRa+VyOoN3yu2RN1/9lOXyzA5YLw8syylOQtLhpQU1Q3p8PgxD/w2zlHzSPA69chSuTwmefxqYn75eVoH+f0QIYbHDZ/MkeowIMFYpByTqgteGSItP8koF9TR2pQ5vp3nIGmcoGmb4NMVQq5aZr7/5hi+/+Q8cX/2K7+/PfPe799zd3vHXf/kNjx/f8X/81/+L5sK8PzKVmafnJ9a1klJhmieWZSHPhTLHwYiPngOxTrdYcRmmqka4iYLYygm0JHKawwwtwn6e2e8Pg/iIzQ89xSd25TFG5a7XxdqixKR87ywD3okPFtfD/ijd0Dzh6FgsZnRzdrt9yBy7Pc+nJ5bTwm5K7FJGJLY61LpEXz8U67w7kFVoreKrgTV6X2MN5RQ2wi6KkshZRhZ1YtO8UCvUHONxu10OXc+3jw10Spo4Xx5iCZkELKdMVDe8CdChx9zlZnxYLhdOz4/xQVa7I3nahykfQ8VZa2OtK+taaZeFXhulTOznHfPuwG6eUGk8vf/IspyvO4p3u5hu2e0nci7sSgZJSF+ZE0w5YQnaZeHy+IDhnAV2r97y5u0bVIwP7z5Q1wv7w89oDqTC4fY1kjLPj8/hG45fF7KYMj5JwMd5l+v/bFTMbXn0Pyd7GKacf14lt3j8p4H5Q4H6w5XTYo9rfEZFJ0t0fts2PO+griS3MT0esolQBt0cjG1UKmV5fua7pzMfphO5ZFKG337/nl9+95H94cDHx0cuDZ7un/n47pGSJn7+9Ve8efM5f/v3v2BXhVd3hZ///C+Z9vtYYmWN+/t7VjN2xyPrusZHGyRll2Ye3n3P8vzEUeuAhKN5vw5pd8zPFA2GtrdOb8Z+2mMpPndDRcZunPFQQsCNB9HDYFHKxO6wY1kWzI1lvQydaHyUgChJptjKFzvhcXSsUYGDBzHhfY3PP0nK02VluVw4Lw/4HAPXnmdk+IZ7XaBVxFbcx0rKKfarunVajZ5/xmIHlKSxJS/QRrWO+EqR2OZnY6g95VhbEkvFKkY8f3Oo44OLXIS6VugrVi/Y5R5vFe/x3sqc6H1j7WPDAa1xmCayD9mlrdALy+UDdpHY9lhXdrsdd7d3HA6HGBHLME07dtMcH7NhUOYg39bauLSFx/OFVlcKQreVh7by+U++5PPP7vj++/d8/PCBm+PM0+mBechSWad43usFZsHsgvSx70i3FSqR1t19GOSGjeAagJ8G2bYh4eUjJz5dg7mt0byuRf3Eq/4nB6f7i1VX01i5IKGxJYn9MgnBNs8tcoUh8aka0RWnsVmvxiQ1ba3h2RTjcl74+P4ByfHhsZIyjZBQ/ua//Z/88r//PevlTLucub8snJ+feP/73zEfjrx+/TllnnAyZTeT5yPH2x1rWxAyt4cDn3/xDf/9f/9fg0TxMZQ2dtPklFASvW/XWKhtGbOJO3alXDchiCb6psnSX+b1vNPH5gGSIur0Gn2XmCJUujWaOSnBTtPYphfLsFQVrYaUgmIgUyyqZmFq4MWwHh885HpGUnwYUNGEaKFTkB7jWn1IJSXDlCdkfJaIijOlKQiLtqLTzJQmUrL/l7Q36ZUsS+78fmZnuNfd3xRjRs41s5pUS4QAAVr1pjcSJEBaCgIEQYAWAvRVtNEHaDSgjVYaAG0aEASoQQgkoRa7WWST3WSxqyorq3KIiIw3ut97z6SFnevvZRaZ2UxGopBREfki/LlfO8fsb//BbCB70K+RtxrBO2YKzjtGF5hKIffxJiXLrSzZ5vHp7hYEdsPA0qxFT+UKtpUWB/OLbUaMqCnh1LEZB0rpfhitMnpTtISTE0pNqEKMkd12yziOeG8klXHYWip5iCytolLZqOC3EceOlGyFttztyW8+4/P9G84uLjiNgfnmmt34hBgGqInlcDCRgDM/2rZMwGJ01VoRL4gD1X6DrjO7un471gdF2X90DgBfKsavtLHNPifDCCpfh9p+veO7qjGBjBzbQYFuuSCCb90TVl0/LYqR1Pt+1HXCsL0mIUTX+Qhr0IsdAK2q2TgGpZWE860TERLX1wekCTFafqZKszd3uuHzTw9oK6Qm6DCwHbdst6eI8+y2Z9xME9uLC+L2hOWLO5zrlildfHw3T/hmbCOSed6IKDJn5sMdboho2Bi1rFXiZoP2RGeHI+WZNFu8e84mMhY6Yl2K5fl2AkaMgcPhALUSnMeNPS7AOUrOxpEQT07GlqFUckikZN4/JlrOzNOBiscNA04dw3gCzrHMt/i+LzRH/Ww8Wm/0RhVHiAMhRkprSM24aj5Roc+yFlKVCM7jXeTu5oo4DmyGgObMIkJOC6h93WG/4DBy/d20EEJPCvdWPJIP9nfj7PAV6xKc9/jRWU6LU4uD7KDVOGxwTokxduKFyRVLqVRfLd7RN7Yx4ryiVcklMHglL5GUM20IxiYS5eblZ2xOztk92TDd3rHZbo7BxEUbMQY2Y0Q0G7PKG64izlBpXTXLx+e1V2Ffxt8nXfebttfa+uvr6uTY1vIQJPo7tLVubeFE78tJwMK9V1MV+/0GOC+9le3pT8XmUtQYQOK8qdzbStuzv945M0zWbuxF53eKKsE7Wl7bhYbDWupaE4VCTYnaMmWC/X5gvnzJoRSGOBDjFnWeeX+NL4WqNg8uk6F1oh6tC2+uDog4Sq3My2xcUrUU5IbHaaAWC3AKYWNWlBSiV+Z5IqXEmrXjY0Rd/+Ba5XwzsNluODs9I3pnB8A4Ig4GMW1rpVJT7alkPaPUr0wMQ6YbhhrXtKBuZsYc5H0cceOOWhdyTYQm1GKO6RJaV/YYSqBiYvUhmq2H89E+2/4QbmPAD4FlCjQMYEnzHhUYo2lqVbZMh8k0oS5wrZHtuEOXZDaVnWWjLlib3RlqpdgKTb25yDtnInfthmBrpqsTR/SRGCLeOZz6ThWsXF5fsxmNURWiZxgCNENll7kw7fe2yw2B6DwlJy6ePmZ78phHT55SFPJhJneXhSoQvBKGgKJk1FZFHWmXvmY6BiT18lp/rT0kGTSQYz/Vi3XdevYW1lrch0X59bvOry9OjHu57mjWF6LrzLUWZqPD/67LwnpI0f3rM2V+7rmSXlENx993TkH8MXNR1RLHUreQcK4dT0JLawKHheTWvhZoNGpO5HqgqmOZMvkwWdvQCk0bNa22kZWSKjlbNsa8LPbzms3DpidFN8zkyYvvps0elT1nFxe0IRowoCOpQsszeT5QLy+J0ROix6vj8s0XqPOcn2x4tDvlbDOy2W7YnsyU8YwQzYPWPl8x6L67HrR+6NVmFDnxHqQLn1Uo6pjShO+gVJozg3eUKhiArFAaKVeki5FbqZQqxDgQg7GmaOaVABCG0aR4YcBH4c3LT03pWCtRGgyB1CCniouBsUSLOBiAJH0vXPBa8eIpyUgWNFtFtCI0HyjFIepQHxEfrNNSRaWR5tlI5yFALAbSOCPQz4c7RBs5eWqK5kWcTFAhTs1vqXpO+kGXphn1B66ur9AQcJ2YYQ7wDe1tugsC1Qzr1hpbPYH4Ev1uLUjbu68ILCL98+sE1L7ftEK9L8h72t83//iGmbPvd770gtZLXs15TS0heRgiaLXC6yuWNbptvdqPjIpiAFLsPqHGSzRiw+qIpl6Q2tlGtadn1y7BaRz9bkOwNQMOSrI30VULWJVqIJBTpaojJeUwz8xz4rCfydk8dSqlS6C6k+DRi0lQDRAistnhdhcMw5bTp0/58e/+fW6nPdP+wOHmmpvLV9y+/Jj85opWM9M0M242bC+eUVvj+u6KL15fcr494cnFjov9lnCSGMcRtJlJlRy6g2GmVUeTwDxfGwIdBrIqzkd8FJwXmhRqhVQKKc24WlmWxTSK2G7a14yUiUOuhKExWXg9gwRia4xjJDrF1dWu1HAGcYaoj9sdd3c3hjAfClMFP+wozNzd3TEdDhz2M7VMrOG3JlFTFuoKX5LThHcm7q4abNcVPDVE1A+gdvgHFwElTZVhGJC2Mdd+FYIfGEZrZ30wF8RhHKnZ6IFr1MV+2tOWzHa76wBS5XB7RRaIbsQ7oabZGEzzwVZOp1tro7WClK9tN++fZTk+04hZg5ZW8dyrge5/3M+XX6qlb9vWrl6wRmZe1fGWEl1F8MGc1p03j7SVCN2k51r6zrNtFneutSGl9oVupVVLuxpCONqOVDOvRbCkMd8afhgoTY121RqpNaYlM88zJYCvGOnBmXZwSXtyEYJGUmns00zez5RslhepWtSdPY3NiE+sZH3b46oTtpsTHj17j/Hxc9770Q959s53+fiza55ePOL9D95BFFKeUa28/uxTpqvX/Mkf/r4pIK5vSUtm1pnHTx7jz86QUnj98hN++dnn3E2P2GXY7rYMw4ZxqcRgPWBr1QquqDmnx4GTZ29x+vb7ZGlcv3ptIgAaN1+8ohwWpJS+5KogNk/WpYBXNBYGF9ltB9TvePrWhxxy48l773O+O+fNy1dUn5iufslYFEkTZZ4ouVqYj3PcTbcsuZKrJ9c983Tg+s0rpps9ubtkDE6QZiZdt3m2fJrUBchqDvUWEGztqHgPfX8dXSA4x4LDu0AYIqUVlgYxdn/iPNtKSke0ACFANsG4arVCk8AYI/H0hJs3lwzjyCbYyKLB6IXee9xojKCYszGh5j2bk4GwMyBoteK6Jx48LCyO24iHgI+22g+4+qDfva+l9evWovw6AsI3FucxfZhCrIqPJrKNwVgnx5VrS8Sen5hr7soHzNZSpDegpvCsai5uFkxjVpm5VNR7YgisXNpSqxVSg7LsqepwfnP0EbXMRrsd1KnZUGilpO5v1OBuPphHbFooc6EUCDEaOBJMEznPC6i3bqCbVMdxYLPb8vzZM3789/49zp+/h9ucc/7sOXF7zsurPYfZOJxD9MSgxBeR4b33iUPkr/70J9x+9Aturl6zv73mTVl4cvGEcbfjve//iLvray5ff8FyfcNcGoOf2IXIZhjMQqUJaa5c303sJ2vTT9yGD77/7/L+b/99Pn99yWcff8yAcL6/49XLT6jTHV6FoI1pf81yd4lmy7hRvJEGbu/YzI08FdwY+eOPf8677/2A3dlT4slb/IN/8B/w83/1Z/zsJz9B82KqlFrIJRuzZ7E80cN84HB3RZ4nGj1Hs1Xmqd9GVZjSbBYlTWzedOYOn1N/sCn4EM3rtlabQ8Voh8OwYbvdsN0NbHcD42bkZHfK4L3JgHN3NJwXkjPbkyr95iyVuYNWJyen5i1cZ8bNiAZFGszLHSE7vDpcLZS6MB0SaY7s8gmb3UgclCb5CAXd33BfvRG/WrzrjXj/6/f6UTn+EV9flv82xdkNvKITfLCZoPQCc9V2hZaY0QtjGQAAIABJREFUZF4zQR2+mYIDNchIUcSZJ5BUS1fGGfHd+4ALQ/eNMcc1FaU5C5zxzcgLIo4ym3qhYGoY86Tt7n2tM5J6UedaSEvjkBNpydRi2zanlibmhmh4m1Nya2axX+uxHa+pMh8WPv3sJa39Oe/eJJbm0GFkwfHJ1YHlB9/h+dPHPH/+DEHZRUee93z44gOiCJ/uNvzqL/8VwQn722tefZ55/tYLzk7PePzhc4btKz5/+SvafkKGDXl/x43csY2B7WZgKpUvLr9gng/UAss0U1uk1MjTD37IyekTPv/sEyQ7zi4+oIpw+vQR3/2tH7EJlb/6F/8Pv/6TP2K5u8VPGV8rdZ5IeoPcvSYEJeSZn3/0E2jKPG35/F/9Q/7z//I/4jvvf8D//r/8z8Qus2g5MydFxx31bs807VmWRJ1rNxNT7qYDS55sdrd8DZbFinp9WFuDVIRUVoDv1vjDMRLCSKuJZbol6A1DcOS8sAnKdjOy3W15+8XbPDm/4MnjR1TOcMFzWA7gTFK3iZHs7Zks8wRhQ6oWnLzkmXP/iM3mhOAC0+2euU3kNNPSglApFZbbGS3gTiIuCkXNoO6I+7R7hJb1cnpYMw9m01Vx8rBAgePu8xhF/22K0+bh7hSmxqx3eHIzRzqLJYXBj+ZpS7ZoOlFzwgNq7TEOtaLiOrhgu1KbtY3s7n3XWzbDvJprRgINyjxNELpzd59jHOYEb+CunWYlm4Rpni3jpFLxPpI7f/aI5I3GYFnSwpJSN8Lq73NttFKY9wfmw8ThZuJXP/+IIW7ZnT/Dn1wQT86pdwe2LwJPzk5QaVx+8ZopT7gKZ2fnyNvvMOSFX/yV7QfLMnH56tfUtPDk7Xd48viCYXC8/vRXfP7mDWebgdYq13fXuMuGiicvM3meyAX213tuv7jk47/4MySOHd1UtECaFzPx3m74o7c/5Dvf/SE7nal5oc53II2oI7vNyMaDuMp29IybC8ChTcmHA7c/+T/4H37/n/Af/hf/Df/tf/ff84//0T/i+q4gJaJkmt8QoqAy4TwsQUllYZ4PpCyU2oGRZr7AuZhOdp4W1jiFIkoVh/MBF0bEB8bTR7z14l3G3Qk311e0ZUFb4ubNS27ffMHV4RI+f83PfvYxZyc73n3xnPfefZsXb71g3G0Jo6Wd7/NC2OygH9TzdIXrt62oMi8zDYdzwUTbqdMsuy2rSusUx0I6LJQFsgOJYtYveq86odP4bLX41cI09PkYQcLDG9XAolUV9K2L0x4AwftoCGJrVHJnxzTEmQOec76TqQ1tpGdNrEnKevRiWXWV9uvzMhsDqRbmg7maO+17ROeAQssG0zTE1hAqeHFECcjgKBRasZY1zdmyMtu6llHGccRpYH93oGG72s04GgFRhNmbmRNqtpJCRVYTYTXmjO0jLV8y18w2OsZhg0dIeWIzRk62gemLG5ooQZUhRrbbU95+8T6D89y8+ZTDfs/lFy+5Oxw4ffSEYbdhd3JCQbm6uTbaGCYja6kQRC2KvdDfr9fIzR277QU+mBt9Spk0H4wVdeWYXv6Ul3/6e5xtB94627LZBPzgDaTIltQVQ4TJUTQRB8e4GeHijLPnT9l9+it+/3/6H/n8l/8J/9l/9V/ze//XH/CzP/1/Kek1qhGC49mLLcN2w+urK/Z3B9I8c3v1mjevfm03ajVcYpptbVGyRSDYitCBN6WTDyeE7Q4Zzolnz3nxnQ/58PSUJU1Md5ek/SWf/uLf8Orjj1iu3pD3E6/eXHJ59Yaf/tVf8O6Lt/jR97/HkxfvcP74KUsqLNVmWXORL5TFAK7dbovUSk4LrTTyYocKrRgm3/M9ATPV7mHQ++nA7XKHHwNnZxddduj7qqVBj8O8r5e1UOk+W79ZUw9BIPmaCv3GOIbjgrXYzamtmfsBxhqJLhqLYlnILYP2LAsfEEJX2psPESKW7iyOXNfwIRNymyV+pda5S83MDrE1bLHcTGvo1RBcdYKEgGuOu7Q3e45mOStOHeqqkSaKobWb6GmtUVIiTxMaB0IYGGKllkOPj6hoLUDtf4b2WXjAabBAJB84O9mxO9lQKRyur2m3oGnhVMWSsUpj6yN53KKPHhvAVAuUN8xzYjnMvM6fM9wEttstuyEy7x0tJyOxN0f1kJrZuoirfb+ruNZoLZPrYvEKYobawzCYebRUxlA51USse3zdoFUpObMISKhorQzNUYodhLVVBlF0t+OdHz2G3S/45//kf+XP//VP+Yf/8X/K2YsPuJuFIUTO331MGEemVAlPE1c3V+zOToiu8vO/+An/7Pf+KaW0XpQ9H1PXnaDDOY+ESNvuCI/f4sWH32fYbdFxy6N33ueH3/seF2ee66s3fPH6Ndff/S1++dO/5NOf/yWvf/0Rt29egVT208RPP/qY29tb3ntzzfsffsjF4ydIqAyysXEsxGMEhNZKwDNnY2yVmqz9zYmgJlu0VFxrbw9zgVYYVNBx5HJ/zUdffIHzkUePHnN2ccGwMRql0xXo+Wqh/Wbhte5EYanb8pWm+G9RnCuadLyai7WUrTa76rv8q5aKc9It8wviTFXv1XZBay5F6woSU1RYS+pcT2oWTEKFUnLpWR9W6K2H39SOEjvvmeeJPC3M3Q+11mKWItX8cfvyFRBygyEE46Nmu9lTXhA/sBkHljzRqqDVckDsPDPnP1UlDAN+s4EQOD/d8tajc7YbRwhq7udNCKKW5dgac39rN+PI7vSE529/wK/8wOA/5fb6kmlZyK2wv7mlTDPOK5sQaBqOIJx0sUGqdM5r9zlyzhzdtRKHkRoad+WOVEwpEyUb4b3BPiu6JKKL1sy4zveUSsNkablkfI3kAqEKOTje/e6PSeL5g//vj/jf/vEvuHhyyv42I035COHinbd59PwFhyVBbTi34Qf//u/y7u/8Lq+/uOJP/vAPYOnovBj6GUY7DM+fPefZd77L0/e/z3jxgt3pOb/zW99DUeYlsw3w/PyE80HYBs/l7gRxlYvHG14+P+dnf/4vyTfX1Oi5vD3w8atrpvwznMAYA8PWojdiiIhb1Ub9+VXt5IRGOlhkgzkrqO3rxQSErcE8m2uFl8aTF495/PaHHKY9V19c8sWvf83LX37G+fNnPHn7KdtNRFztI9p9Qa47Tem7f1sprk4hX1+Y31ic619QSmfnNLOmsKpX1FnI63HhKg4/WsKyiOUw0onEFqNgS3V1/QSV+w7eSfcf6mwW+7szdZnx9PSymikZ1I/mlpcm80vV7jZOo8lETvaNiTOb/UbDaWUbHBIDS4PmA5lK9rCLkSUV/Lgx1lG1VsU5Z9+jj+AjJ2dnPHr8jNPdCd4rXo2gUJvdXsF5XDMJVS4LLWdKgUdvv8Wbi+ecTzMnJyMaIktrXF5f8dmvfsnt3Z5xHLg4PTfOcsns9zdmcNYZVdEZRbKqJzeHZCF78GFDo1DmS6QkqlOy933P6Wl4yzWdZxqBqlBcXyOVgoqj5EqolTIf0FooYeHtt57zve98wE8/+hXTtcVX3C2VNy8/41c//2OevvUOuZgjIOMJn/ybf8nF4xc8OrG2VHWm1YJroFj3cfHkMR989wN+8Pd+m7Pn7yHDCZ+/vOTq05c8eXzOgOPq9Wv2l1+w2QVQIdC4uLiAnKBkys0tn/3ir2BRQhx5+eaS128u+fTTT3jy+BHvnJzhMP2rXWlGyzxMiVQTLW569ISNR9ptaWprzP29NhVVYdrb3B7HyObRCdvzU8bdjifPnnD56g2//uQTLt+84f3vvs/Z4w1O1/lz7TjXp9tWZKtP0kP3v79TcZZS+iyofUXRjoJrI5Fb8rWlga0enYKK+Z7mnKCZ8NZOsWCZkH2eXRf+0gdrAQJ2A5Wq5nkqnjWxVcTTinmOus1IXTI+eJsn8sLGK4dc8IJ9rQ2/+GA+rj42NtIjGURZAH+yZZ4zU64E746vyaIfBsKw4eLROY+eXPD48Rmb7cigQqgZnxvSEm2xOaUtif3VJTdv3jDvb7m72XPzxRfk2jgcFkTgdLPDO0+uleXxI8rnn3C4vkJL4unT58cTdVkSpXcE4hx+3NAIZs9SE1KEqjPpcIfWZJzRnppln4MZJFdvWECuCV8hV8+SKiIZp57QzGXOO8FlI3z4EHjx9Bk/+8XHDOPI7tFzfvnrj/C+cT4O5Ls3TLmxv70h1cabT/4SKZ6XV68YHSCepYvGRR1pWXj16jWHtPDm6obN5hHebznMiZ9udozn55w+fsK7L97nZDsw50SInjTvQeD07JQgmXxzxdWrT6jLQgPOdyOXJfHzTz6niKc6z4t338c5j++tbYwDZZm4u72j6mK8XW987RAsuhCU5golN2pu4LZUTSzzzHKbqTO4YaSGivORJ8MpfvuILz5/w3x7B+dms/Lli20tzvXf93flUaHyNffnN4TnekoX++acOwPDglFdwSLpW6GWjMbQVRY2q7VSerhu68wePdo3mkjF4OVSOqFebIHtALzDaYXi8GM0i9JSCKGhEhBvPjAOxQ8RqeamUEpBK4xeOSoDRM3ot2esNALemchZnO1WTwRqU+ZU2C8TpZilBd7hxhPG7RnnZ2dcnIzstBKXA9Im5n0zJ4hWuJru0JLIhz1311fc3t4aikphSnfmI9QSU0pcf3YwqmPLZrs5DogIaZ64vXrD2aPHjMPGRO6rGkKEJA28Y5oTS65oTdAWvFaLo6cfdlgkg29miFyLxQQ2dSylGa2uRziUmqhVKVnBKTmo5bK4kefPnvPi6WM+evWKp9/5MW8VJd/dMPhGrsKbV29M4Eyz91QKJ8PA1bxQnTc0tjaCV8R59vOBl5/f8fLzV0SJhDAQdyc8eftDToqw25xTs32uUZ0paEpGciV6T9idUJ4957PTCw7XN7R64HTcsJTGvF94c/mG1y9/xdmjU/xwxgY10bw4xiGw2QwkjFccQsB1c+pSK4dlgd0TTt96m8PNHQOwe6tw8/ozoDLLOYNGck7MdzPT/kCa7bka4tCzaO9xGitA+yzs/2oHidbCfYj4fovizMlmNnMz6LSyZjdjqQWv3hzinGe9oX3PtdDOFhJRNBjZeVUeNOgZK7YO8L4rI2q2OdHoOmy6HUaQjmK2ZuBTt6qMzhhM9nAoNcbj/sjyIx2pKzW0dr+c3EDLMdptM0TCOCBNOd06qpyZNaJYGLCLG8J4QhwHfFlIV6/g7grnDFWVCq0UKAupTEhJtttbjBDhxhE/bBiHjM4LQ86kNLPfH0wj6xzbYWQ3bonBErHmeTm+l+ZS2Dgy4RBc8AwuHL1rRSpOPb4LyaNXnFgrqmIx8KlUgveAIZlrsK13jZbBxUBqmYh1FaKO7WbLb/3wB/zrX/zffParXxE2J1w8eQtdDjy9eMScPbevP6dqxodAycoQN3h/YKnFEE2pvS1XxuApc7KVnDbor7v1NLBxjHhnZtppWsxXKmd2qQONTaibLRenF5T4CqHQxLHZbNDcGLRx9eZzXn52zvO3NhDi+qaRGoxxYHQ215vqxZlBWZopy8LCgXf+nR9w/oNT5mlPa5Wz5UA73NFIZJ05HF7xySef8+rTT4hOON0ExJ8i7n4Lsf5QfSgXK333+dUq+5Zo7WpCa3aW/YHt+04VPfbUtTa8BtSsv4negJK2HhN9A21rGW8Pm6hpHqUrFIKzAnLKkhOK2MMtto9speBpZgsZHK4p0YkF6qaMV2HjBoum68VfasMXIyUEMZsOswVMQGOZF1DFx0iMwdo67wyoQvDBuJqpzrSpUJ0nqKPMjeVIiLYVjHdC7c6DDB4dGttm7X7ztsY4PRloNdHywGWDKS1sozcKpHPdxFm5uZ24uvwCp0acqM0SnqlC9J6aK1Irvvstla7aCU4YHIzBwCoRi1n3nZaY50RxARmNnFzLQs2OKoW6GBpd29jRcIvDe/z4MR+88zY3tzcMPhK3p9ztZ548e5e3P/gh//wP/qlZyagzMFDEJG5zwavtUNeHMrjA4Ize5zrCfLI7ZRx3bLcnjMPGKKBSWZaZMh+Izv7bWhJ1nnG1cbLdMr73Abc3l3zy5hUxNIaTE2q+ZdDAcnfg5s0lwQubTUSduUOkUhmddXE5JXumEXt2guLmS37++/8n2+fvcJjMvZGc2ETl5NGWEApj2vP01HPiHzHGQBwCw24E777EJlqVKL9ZU/3fnRv4rVcp0PAhml8OzUSoavIxSzIx2dD6RzXU2pxmSJ13nqarzT+9QMH7QK7mq+PVHwny5k3Ud42IOfwty9FgawjR7BO9x9FwnaTdHAQv4IS8iIUKOSWVbOuHvEp8FC82J5vRioX1THd7yIXklBBMSyguUorF1y8loeJN7Bu1z9r1SydlqcIQIyllxjiYgl9cd2so7Ku1qM0FSi4GKs0HSqkMo53miN1Yc2rEIbLUTAyBUpvN1CVT5z1RPTOJhhl+URujwkaFTTAjNEq1g8ibLlaa9oX7QloE7xpeAmSo3ltQTzYDsjaayZiLgTBs+J3f/jF/+JOfEpzj5u6S4JVPPvmEH/34t/ngw+/zZ3/yE2Jc4xLh4mRk421MKKv7RHNWBIPlf8Zxy253wXhyQdycmgVNNBFExZ6TJc3UJRFPd5YQTqYsE9s4cthtefvpBbLb8sknv+bATM0BGHl0esrJzgK0pFa0ZYIfKLVBSYRhwIlFKdbaLMbDB8Q18vSa65+/Zplm0v4Wppl8vmUb3mV4dkbzjXF7Bu3E2tWOnaxI7JcK8GFBtpV2Sr/wOkD0NZDtNzi+my0FrXY/mv539RbVeQ/ruqNZsal61uzISrMX1EwGZT2+Q/raRERwTvFBjVpHozkjItRS0TYb7Q9zh2PVAaqnSEJRhjFSFwcKzYm1t7nnKtZqukhxtCpsxtD9dxZqshk6iBJopMMe7wJlbsxuRjXiQyCVhdv9HSFE2pkQgkdFuFlmEENopUp3HjfLypz73qu3bTlZUta8LEgVc/gXz3a7tdumk/5zSeRlpqREWoyFY9ERDq2Vesgsyx5weDEbTCmZwSujFzbBM3ojkJsdS0+2fkDONoWLI5RCUcU7pVQlFQipIFoo00LwCy5EfBh58eQZz558ylwT5AUfhJurl/zFH/8zpnlCysLherK22cHJMBIen5FL425/4Ha/9ExWxyBqIUXDFj+eEnannJ+fcnqyMQGFVpZ0oC4HclrwXo4dG2WCtJjBeZrJkiwXZXnC1eU1cxWWJSMlcbIZCWM0a1QTPB3Dh2zP6HBGAMd17SaLyRK9a1TXUA8uKhvvGFU5hjCI0tTiKFcPR9WHVbayEuh97Feq9VjD8sAp/m9ZnPYn1BWRRtSbf6066MhUB4fR1Ypf16WzARkWTiadcGAyKBSq2kxnu6dguSAlU1SgmjA4N2gtm6eoOMQPuHGLCwMlJyqJnCw/w3tPrsYoDoNALmaFqWK2KDnjVHBBCGELLNAEaZW8zKhTaiksqVGrMvpGlj25JtK8kJ3ZP+a8sNmemd3KfKCKMI47nPT3Qx25zIgbSEtGSQR1pP1spH1nFLfoPAuuW3UmalrYH/aktLDkCSfm24qL1keIve++I+alZASzLQ1OGIIjhGhaTBGc77d6M2/eJtLR9A7E5UL2lhejaru4quXYDaRk0Q7aZVnfe+89Pn51iasnDNGT9nuWu1vmmxs2agh7Wma2weODY7vtcsBHp0xLYT8V5gwFS0mvGhlOzjh/8oiLixPOtpHoBFolTxMy3TG0QiAatbJk2mLvuaYDgYWSK1ID52enFHGMmw3LzSX7mwMlT0S36XhJxzYkguPoZOhUySmzUHAaCA6atxbaON4BYsWNSvN63Dgg0i9DG/vWy6i1yrEUH+I9fYxrnatss7iyprl/q+K0wrd2q9Vm1o2tGbTfP2RqD7PpYA2l9XbXWECIWpiOeFS87Z6o+E7RC95U6P1qtUSqeaIWW87X1NcwGuxhVWU8f8GUMrpcmerF+2O7rWIBrojYigVovseLCwzBgx+Iw46aCnOaaWK/p9LtUaQRvLXuKgKj2Wh4Lyz7O7x4NmNkHEYrtM2Id9H8fAFfMrRCJZOWYnK2Vg3xlkhwnsmuT0tVy4X9Yc+037OkA1CJYl41vlu95NKIKE3FbtsuWYqu35jDQPDBSB2d8OhX/6PO88y5EKNwTO9cmVilUXI2cTNmHA42o7vgcQhvPXnKUpWbGInRkzcjh8ETVLjVwjwbM2s9KJ0LaIhE79jthCfOkauyZCjNUaoj7HacPD5lsx2IHlyraJ5p84GWDsTocS1R7jJp3rO/vma6vcGRe/DUQNvtcAgn50847A/c3p5Q88Jhv7DZLNQYIexMntYvm1wqzHboQyVlS1FrakbgJhlsVMXEGs71A0yOXeJ9P9pv0vUGbA3WVZYA2oOPez2V1noUiByL+1sVZ6vGOy2tm2/1h9WixwtaqzkgqNC6LbnYE01DwJlh13p4NCqtWJanF0GrGOLY067ayqJonc7XPW6WUi3fs8GyzLz34l1u7+4o+0vU6sOAJS/k2mPDVXBiceveBbLMZsUpFgsQhgAhoEmhWeIWbr2tzRTbO88go/VEYmGuuRoIZO505mvkvRlk1XJvJQLN8kJKZWnNUrjXbGNRpGesWMqZ+dNKK8Y1BhDBNfPcNWvMhhNItdkDhOKAqI7ovLXb3nJSpBo+0BNqbC41kSJO1YKIWl8dpwIumJKnWbhuSwsSElKjPUiqDM6x2wzM08wYI1VAWulo9YI6ISVTFQnQkkn4xMWOGCsxeGJcEXqHi4HBN3ybcSkj9WBWqmmmpZmU9xRsjZamA/NhzzRNOCptcwJxQMQxdgXI7q232F1cMN+8QYdI02CV1nnUxrAzxlCtmSnNqPQxqVoU4nqbNYHSSo+kFBA93nEr4POQzH5Ug63L+gedra4/k75S/JKi5dtya5sRws0HdnUgsFWFCw6a8VZFpPMSOy2prez7YieF80ZG165pa3a7ag8XUnWdA1mO0XLR2UOkTnDNGEJLLuT5muvXn/Lsxbv84tXPGHJBXUVbwaLQheAEkYA7spAFGQZSnk2mIxai5LzDY4lTTgyA8s53kKu3LrX1RboxkbxK92Gd8X5rqWetkbNFN9RSkXaff9mPJJwPBPFmjZmFSu32KIl5nizSvae6qXblv5jAXNQAr6yGjDesfY9ebcZUM6Ou1UTiIgoqmNlhxjym3XGvnOZM6HNVc4VlmfE6mOtgKeaemGZDNRVciASnXOxGrq7emB21CzgdUF2Iw8ZeTzKPWlWhzgv1bjIkebQMTOf0qO5QNde7WiaaFua5G2irt4eyJnLNSKksHVU1IsaW0hqb3Y44bgjB0/LCm9evcRTOTk+ogzc2met60WbSQ9VowJdYh6M+2IXQu0Nrn+iCezMgg4qPARe6oXe731F+VYCN0NVX2q19OvtN9a+fPdvDL/7bFudxL7OGsNh+yIjEBuao6jESQKpQWjGXbPptt9o/qtlBri1WaeaK4AqUlu2bxUJI4xCRkhHtfbnq0R/WU/joz/8F3/vh7xAw6tqSCmPQPv+aXaf012/ULNACPlpsXiqNpViUvO+c29bTyMzs21BT6Uvk1uxtlR7mFKPvHrD2HrR+MzbM4sJQOesMaN6Q5nHLNg4WLCsNlUKdqkmrDEEy9csD2xYV39vUzpdNlSCVWgWnSvSeIZoBmXav1No5y+YqYQ9EQ/FGqe9jkCNne98aE7E53GABUaFkqmbKQieUmFRPvWM3Bh6fbbi5nexBb7Y6o60Oe5jetxbidssyTyxpRmvCF6CAY4SgFBWLbQijgYRtpi6VxIJuIngPXclSUzaRfLBdbi6F3ekpm2HoAGAP3p0XIg3GHXmZsARuc4o06SIgaxKdffZUaFgwk1PthnFrRIXHqxJC/Aqyen9jtv7c2qWzXkr3t+rDtvXerudBfdZvSUJYZzcp9YF3T3cj67dZ6sRzj8XDOWe9tPiId/bQrOlLrWbABuNKpWRH0WqmSpjes3O2LSJ81QfqvVbT5q1bPv/4pwwx0DT3lqXgvCeqtxkA6cQHb2Rk1/D9zwsetJhw3KlaV+AEtPVC7ARlMS8j121L+k+Ouynf291KBYExBHI2HnFtgoZooU6dsJ6LOd4dpj1FG9M0k6aFlGekJZw207mKZ0mZpia3004AKWXGdcWMd5brErwBRdqsk6EbfK9gUANw5ikk/fYR76jSmPstGbxS8kLOnuCrkUGarUZcMceCUq2Vf3p+znyYyGXBOdujCor3g81Qvnb2FohuodnOspZGOiy03NCYqV5IcYHWcBKPgVGqgsdGCPqhOLiRZV4YNiMn2xNUjDwQQiAGE07I2Tn+bm/ftxMkjpTuQbsWlAC5ZnxPY3MqFjJV3BE1tXiP3Ak0ghOHi55uzGzjwYOKWwtzRcONVHE/S37Zl/arhfg335rfWJxgL6jU2mlHdjIH74yyp+5ILqAWFIs/lx4nYAhVpebFEsEwmZhKt0cUMUJAk14Q1RK7OkzdtEulWiVLs99rlVgT5DtaPKFmE3O7YFxVcf2ukN6GBg9NKc2i8GL33N10T9QqgniHFA81ow5KM69Up94ICWqOgRIiDddRN3t/jhmmakT4OJjdY6m2V3XrrOcshiE1s2Sc7g7dTCoTtAcviRVnbQ2GoZ+qpn1M2YKixFkLvs5szelqhXQEJmptx7Aj69S6IraTQlqtVLW9o7G77EAQMRplqe2YMl5KQXqeZ2vKOG45PT3h8voG581+pNGOs5T3Pf06LUY+VyVutmbChpqwuRbaUik5s59nWtOj27x59iZ88EQHlMy4PWE7bqjq2MaRIYxMy4xXex+aCK1EIxbQqGr7dufs+26ljya9mGop3ZpT+3sGLTekFhwNTyd9ABI9EgPVmen2w/7jvvj6KLFOpQ9q8CEr6KsMom8yEft6QAiTcrVmM5IT7RzC2vNAioE+xw+92InbuhqgFiilay1N1Bp8sEwVwoP2RHUkAAAgAElEQVRvZL1ZC03sQUaU5oBmQbnRR8iF4izXsyxzn60M5S0oTh1zthbXZj4zdjKtpq0RCt0/tZOXnCjiDGWUmhApDBJouH6Q2ExiqWq2p3V9llDnOrLXFSAPeJUB1y0btesa7dmcc6EVYDFDLucbsc/eiM1DNWdrZ5dCKlZspULFlBTBR9Sbml8dlnDd+cWtm20ZANHn+x4XZ7mo0gEpR3O+L5yDsXZEqc1EDlUsxdwO14JqDxB2nvPzC+Z5obXKZjvY59LBMO/Meqa5yTST1WRZOZfOPe2hyTXZPNaElDK+gyWeSqiJUGE77NC4YRxHht2W4Adb3jthHCxPU8ViDtUbc6y1igsRpFKS0QJtjWLqpNV/ueVEEbpJuO06oef4iKJSKLUZG20Ix1XJKv/6Taf2B7fpg9/7cjF++SuOWum/4cfXt7VUEIfQIwR8/1Cb2S1bVHkHGsQhsgaIdie9jjJa4CoEZ4yWY7y8dLMvZ0ZdFbOJEFe7oLvniXhF+uynzRBie+7q0Zqz9QexNfOwkY6OSl7MXUEcLo7UPNuw7jxNe3K2686CTQliA/36fRvkbT6yBvbZTeWdx3mjHeIcrfXv59j6OypmeeGcs+KqFUHJiz2YHtAwgDrcGsfnrGWlNaPVVXvwWwWvZmPpQ7RgpS4WaIJJ3YoxT+4lSdZ6m5maiXtVnLkbinTDZptJcxN868nj9uEjFcRsDahSkGC/PwwbTk7OLCPppBLEMR1mDgfLqPFqawnvNx39hGGIdpOKWX4MbmfFiT0/R8/iVok9LnK7O8E7T4wOP0TLkmmVJaV+oLpjh1Ar/XO2zyGGwJyKcY6difONKFOPz1+tXSDglCKF3E0NFHPIoXcC3psfc10L8zcK7yuFuaK1X+po7yHcL5uF/c0/viGf074ZJ9oPYu2ncWee9H/s77RlL61r2lpDKv3EMvOu0skF0gvbxNDFos0pNIwIXstiL7s2Iz7Q1y9OUDw5LdaSYJYSBtZoX+sY48UHK5icDO1EKoSI86ZBbaJ4Hw1q7/YSKg6VbGLtTsq377mLcdX+HukzkfNGJaz98ym9q1jd60s1dwZEDIhaEmUuZkNSLdA2hEhRc5Nzgh18DWrpIFnrFqKA90PXwnY9bD8IrI1tPeMFVs8mxFz7TX3vOoXPAJuGHQBUQ9cVNXob3YVeLWKCfptqM7xAOop5enpixA5vHlKlXdqIIIrU2lFKD16PAIvr6n+c7cFtH2qPYBwGk/WVYl/fCsMYzcxbzPaUNVqxp61LWxH12ude68aqKLlUck7kIgw6kKvN1wpGHdUVR+kG6H1kkv58t4Yx0qI3j2DuY/9+0+TrN1vU9UY8Zqb8dfX1d9lzCrYCsXzEDMU+QCf9ZO4jRFtXKHRWbN9dmgLdYGmjBZf++/ZA2SzU3c6l0igWGtOpXgZgWFuoYiBRzhUfhn4YGIJa0kJVM4CutYAamiz0SHgs7ay1gosjUQzsUIR+WtiqxAkqsd/XWIE64wyLOsTpcT7TPhurc4ZK9w+oNTFql9kCWqFgD0paDizTBDUR1dYRYPar69eXslCLEQZy7uRs6UCO+r5ztY+6tNK9cmy9ZQKF44dnLaya0bE04xPnWqBKL+RuCt66JhcAZygsRhRv0hO2V6eLVHC5EIeR3e4E54TZL2TOkeu9kRlyNnKIcCSdq9MeAqXH8GXvvK2uut+Tdx4JgVoW2lJ7F2VM7hVkoq279tqxnrVYK947M33rHb1opdSF2oLdiN0wwDt7T1otOPHknnfonK30kmY7kJ2ig0fcPWHg/v67L7wv2V7SP551XdC/oH31i/t/Ur9m7vyG4rQ3zRQMkMXaWelCeitI+8etbmOondDVTuBCMd6sAP1mBbr5tF1opRV8p/KRm/UUtfRdGEYVFIxfWmoPeTX0dlkSDcjdr9ZuVCFnQzl1sAzM3AxFpdEDcFYvIssSEV13cO5o8NWcM/NpLBDIlBpYy2upqv2Qshs2gBUVBsfXfmKWXMjLBMuElj0qih8GY0DVHjLbzCspT4WUJlNlpGxGZ8IxUIe+a04t9WIux89Ce0uH2IdugTw90oFCbXYLtmpWMClVgqwrl3bfsLUGNZsWtqNfzonpPWshzxnvI5vNzg61dOhFrkyHibpkWso4JwTvKdJXU8f8F6GKMcrWxDZFaGkG1w915wx46ZS4UjjuyFXoh4uppWxHLV0z7Kg1U50wbgbUGwljpU0en6lmlp6l2vhgEY16PHBVExIcPsb+Wu7fGo4//3JhfckC88Eq5cime/A1rcFqxPMti7OrQ1bApoF3zm5RtY+zNlOhCAYogMmtqFjSMfZGHp3NsKVsrZCbvWmuo7vaY9FaRwyRao4KPlApUAvBOxNti6Om1ClxVjzLPBGCEFqgiZKzrR2k7zJphmLW3Fco3uPUHXdVoL3ltdWKdBE4iLXXYvQu1B54M7juLW9Tas3dlT5RS8+GSYWyLJS84Ci46G3ODUPX+2WTvZVCq8LSE6NrN0ATZ6i27dmM5VJKpbZsr7n1Vy/r82Cn+PoQGmG8dtG22X4WWVcGvSTF/IfsNiqotp60PXSXuZ6Fo9ZilpRZDhNhMxKHrbnduZmTPvsvHKjYbhQnxt8Vm9FbM9S+qdiNV5Mh9d0iVVDQ0AXmIDlTsBVLcQ66FlU7C036kzp4i2hsKI5AcZZGpv1AMJIL3S/Z22ahXxZHv+K6MrgMnY9jJAyWZP6gJL/CDJKjuGOt1VbblxQo9q/11R7L/Lju+lbFCXZjagcsaCa0ag8YErK2fGI7IxP89PmkI0Ft3R9Kz+/sC/KGIK3YraDSW0DpH9DKAAVX7cOzlqU3/p2pFJwVqcE12byAqOQGqTlKa4TN1qh3gI+uv/v2JtX1DQYzSF4dG8Qh9NyXfhsZbfHYs1j73t3taZByIuXFTu4CJRXKnJgPB2pOhODxYUMVQV2kNSjVZtNpyUz7g6WWZWv1tZMZnDq8t5VMTuWeJdT6/x4c6+saSejV2h0Mj6R31nbwfvZvHUtozeZMVayAayH0z7nWQisZnKPURpsXk+4FM3QeRjuklmSetXaGqXlCtTW+3VpSRcD3Xyi5m7nZazdaYekIsw0YtZq9ZuupAq1UKD3OoHc2NjWvi47K8bf6+ENVA+ha6ppk+jNrf4cRE7oznghxGBi3WzS4L72/2p+V2n/RACR5iPd0XOZBGdkX9D/n3lxa6t+hONtagOt13ZkVqq7bMNqN51xEFTO6On5xpzFpPdKXVjGq7U3tls21oDmxqO2iWjOZlOv7Rxq2y6z3CFstZlytYMWJncBOxFpDsKDe5piWhTDPnJyeQklIbbSN4HTAIURZ91+tf8f94xQDfrogqL+HRn+T1lt+WZPTLI1sSfNxz5iXSknFED4Vog+E4PuAacBLKcVSzqaFw2HP/u7GQmarjQJeQ58CerFh3YRRgOR4KABdn8rRQPn+QbKD6MgH7X+aqqBY613AkOZsqEBx9L1xJqzZHlQ4OmHYbr/mZNQ29dAqEiFttxbLQAfHan8mVagYk0roc7P6LtBvxwO/9QNmPWSsWCxuoXSbU1W1BLy+nrNOxjjHUiFj5A2kXwrOQVlpGJaqHYLvBWxIdcWea1MvmSVq2Ayo12M1PPy3rEVIb1WF44263udt/eaP08LfvFb56358Y8rY+qeICE3FFvTiOj0MoneWrl7VqHtijBuDlNsRjm9dqN36PNR6YWlvUdZvRnsrWWuF2k/FWjuH19G0kZoJsjV0lUszUbaxUjytNGOsiFpbNM9MNErwJHfgsN8T4pZhHGhDNFKFNwQRsE7gwfxl9py1t+eKuhV8qVAzpVSyKKmjpTkX8tyNtYMw7kbakmisZAJ70KbDZK7zd5lSDpR5QsDIAd6bPaZ0UUCj26fI/brj+JDQQVBzcTjO0n3NsgIS9gAHQgim6hAzUCulWV4N2ShvBYj23q8zVO3dS4cgkKYmtYsDYRORaiFFFUPI79o1ORVKWToTZ0W++1pifYzF3B7wpv+lGjptL6IrnSTgZF2bgNAtQVZASB4cq9pM5VRtlk2lf01f7blgXNtUG+INhNLGEXQUNbwkRE+I7jgutL5aabK2qP1Al/5+HPu8h+js8c3/SmGtBX0frvu3Ls7S+gdi55hF99XugtDBldYj9HK1FCntc0GTZgvxWvtD1QN1+zfoQzDpWV+FNDLG0ex+sSLGp+1v2Lo+aA1i3JDSbG2o7xA3Ss4zQxxRUXJuIM6i85LZkkhr1potCyVlplnI2tciMYJiBPVhpIXBQKA+awp9dlazHSmYY50UK85SIDebV+eS+0ndAS4ByORUScX2dMs8sSwTKTUkgZLxNHsN3bGOHg+gD07o1r70aPSdXGPdciF2AJb1QeoXbVjRXvmKLrE1ajZCSZOG5kYLkVJqj8jAJGVgBbMk1h615Uw6zITRgm5zrcQhsjvbUUpmPkxGocPcMNQbkmi85Q6MOEO3tacHmFTGQ06WCr7eo+p7YXFUKBn4072KHlxR6hWyaVNJ2cgT2JhgCh2BXMmaURft2fTebEhFIQp+E3ARGgXzor0fH6xQ6YSEtd7ag5817v/j9cbUL/2+vQ79jbr9ty5Om1X6G9YMJCitoM1cC4ztkWhVjrMp7sFJg7XB0l+EVEPFglOCmnfLqu+kmfTKMldslnJdseKkm6K4Vf6jeBdNktXAB2+ZKCVBy6gXfIZWGsF72mak9jYJeoR9s2wM4DhTSjUAJ7dMnScDQNRWCwZ+9QV2cOADrWRamqmlmt2nQlNPan0V86CVVwppzswFcq2kZUFKwjVDq9fZSJzJqWyd0RDtMq4+Ix0tX8QZUmobSkQKq5u4nfDt+BlYoXsLjAJa6+J3+jqFvvpRexjXTG8bWW3Wryr4amQQe52CVKjzTJk3xNMNKZmH0DhE8tnO5v2SzcqzGCYg/n4WtMvIRqR1DLJC6XNjs8ezVaHQd6gqBjy2Zn9QsmfVqesjkdmgOG0UqceDrdbaySaVUou5VzShtZk4DMduI5eMjx63GcDZ6NLW1cL6fsrDCsXa5w4CtWbaZoxXczxIHl6QhhnYofet8zkRG7NrAcRmPVVrGZpCzRUXzUFb8P3ktuHcvql1eugkdDGGj0OOPrO1GH+WYPGCuc9GrqtdjCLXSehqH6Z9g2rzjg8Wn95nkJQTKe0J68AvAhpwwwaaoxTzQzWmTI94F0foZAe6ql17hqTpIjsy2Kx1l2IUuZKTZW+0drT/PC63S6W0VTwArh9w0rq203ty94vt95LNQe4Bx1otva1VO71Lo7d40LJZsGg/22w93I4tb/3/SXv3JkmyI7vv5/cRkZlV1TMAlqQok+n7fyeZiZLRtNxdYDGY6a7KjLgP1x/Hb1YDWK7IVsEw0zPTXZUZeR/ux88j+uCSCiUONy3AwtLa5rw66smWdRDnokpBh5b6NtlnakzGkvrNBb4M7h936stOyYXHcZCtcNsujJeBd92cPsVxHeOUs35ehBbpawmm0Gql5tQryzlrDOLzeeNPZCGCZbaUY5zmYmqtg5YstQ4nFukDYw5K3dUvoyiGNkR7LFWC+lwK9VJJW8RCxiZ83oweCMB6RuuvywfLBILFNvyb+acMw6V00oH+w2WtSko5qK3govVifMRJ5CJir9LTUiCCozOmzsdkWWT473q30Q+B2UkPWN9vLQb97K2U54DdoxzKST/DykV6z1JJYZq11RvVnX5eoHVaP9gvFyUs5EpJG8OELtZSw+pzSMHvYDM/H3JOIS0SVKAsjUD0+tBYZ/YRGRuLRSQEt6SsSIkoQ3vQDS1DjpvPcmZ2USETy82B56k8A9n0KQcFS/kZQ5+Iw8pQT4YQX3GYY4OaaYElzfJEskiULLI8RZ5MJewj3UWxIxfK07QtLiibzN45gUolx40kZZsx+snxePD29sZojY+Pu3S1pXDd9wBhJpNBOx5qc/Ti5Qi/7TiaP3tsZDwiO7JUN7nIjDwlUyyHRzs0lYnjFmZicfsupBsHH11GdTjt1IHvKPdnjMnjfmcDtt3Ybxf22w4pBQ97sYN8tZTPLbmez/M5sVqF+ewzp69DTVK/MSaWNMaaLmrmD23OTHkCEBCD8DnjZF8bSa7hJGMY8v+ZjemN4QSbJoCgBUv4YHYNYFMasrNAJlw69SWI1gxR1g5yhxvkXXaapEouiY48UxfbJhuk9ILVSfUrvXe2WhgLGUliHS05kCMyf8op+JdTo5BVZgVxmhik49F7t7AfKXIEJCUNkMK7KFd5EskbNivd2/TARywsfPAELnMmFaku3SUeH0O83NabmD1JJVEKkzTNZMXcaSNyMWNoT6hzZgz8p0sFYqmylz3ecwmVvzEt0VxyhOUm1/uIg8me6LqF+mTMoZs3Z4zB8f7B2+sbt9sr98fB/bjjQKkbG2B20n3ST6eNwU6hnQ9aO9kmeJ2qvgTQC+E3wkHRKFaxQE5zyjKiRS2B7l2V8n3oIBOCK8/idg4yQpY9i/mEyQaVJAXKOU727UK+FKxoXqvqO6g2vsyhP/v/v553fiaMfdqZrI2rcCRcDhRT0mG1ELP/2OYsVuLUVYnpo5NjZimIebK2k8dQt81BngreeQ5iTUBMd8nCZGsZL3ZOhSBmGUUPT7JytIq5/GhIJR7SktyodHaH0U5ON4qFX1AASFYrNe2U3mE4e9Em6yZWzQIqki1qntQ1OUXpMeWZu1DbOTttTPqE836H1qjBrR1BmjDQPGsGuMLajJG8lo1ZwIbMsDYctgxlZ5BItWoTN6Hb4s3OOBzUJigoOFwfiojoow9aHxxNJZMc+1SpmA9yCAdyQqG5WYL0lAQa1bpRyhYaSrk65Fy0+V1Zl9sWLgKkz4VoOgBqTvjo3N/vvP70M2+vr3y8f31ukhLKD/eB1cz5aFiI9fvo0o2WqpvSCGZTfs5Xx1Dmymp1bPHzgLxd8H6oBTITP3ZozZkPHdaRxZmTtJ+1FlqPCyALBZ8+8IwCmdcW/K4d/HsVytp4/nf/7SmgDixwtRq6UaNUXr38j4qtMc0bZd6VEL+no8GwlBlpdIqJe9uHEFLH8WFYUaJ1Qg9pPGF5GQ7n8HcpZlhkeKa0xsmq68cQaySnFV4a8P4cAoSOD8iNfL3p0Mga7Szmz1Y3pnWpGFLCslG90M+H+kVTicN3SKiVis8kGVZvMsgmMSzT+4yyKwAmV8k3B5AreUYmSa36c0GmHmEw5rGJS6m4BcjVDvraLJ4FsrF62ibU3FL0KwSCjDi4YzwTvUWad3D5CGUSyaW8qClTTKqPXNDcNUyvJAaX7ejsLYCltfB0Q5/nQa2XZx8vKZY2TDFjWObx7YPb7YWXy5XrfuGf//mPXK4XlYVJYE29ypOpHwcjGFzThyow29QXR98I6gV9zHDMi745JVqOdLuUsSIvJ0ZnQ+s1Iz71GI5ND5Bt0Ls9A67aGCKdfJ40nwCP85zv//22sOff//b3rB7y6Wc8pj4/DA/GnD8teeb/n1FKw9xI5ACq1H8ZScZODEaBGqyJuoy6XIqQNGV/OSO9iQWBL/Q24OUetiCetGDdlE05IwUL5DbXVTeDKROR1vDjpM2TOjO27wxgLwo2Smb02chFqVNO+pxT5Uxml6eQN+guadUMeiCT1uTxs6LVybq5atmYJn1jHpM0ZhAlJEXL5vI0wjVecX/GVAzX+861MvKmkjap/3GDYzhnSgrTsRinzE5b9DMtC3yKTN7GCKrjUuFLRZRNvqzZDO9Oy0bdE7l+dxBalv6yVFIRX7iUEVEWKcC3T6ECqWEJfBamZVJyxnEIIMkVT/D+9Vd+/t3v+MM//Af+8ue/8Of/9s+UXLhcd/Imx/y87TTLfLx/cJyNzaduzlGW5F7Hsxl5Kpai9Ubqkr/1MaghyB946FozzEY7D6ajW88Fak2LLFgjxmlCf5elSs6S/c2ZZBAXvhGfsfHxzANR/yQXfD8u+e4w82DNrj/vpp7YuphOnughyvrhnnNd1quQzNETy1pWyhGxRSy2r5wM1g8UXLxAl2jU45RaqdnEXNNBtDCQFjAJEBhMilVa71w2DZBzTrTjgDGZCBRyd2YbEt8GN7XWSg2bfA3PZ6gjtNlyyhDiZtkjdvEuQ5WxSo6cMyNsWUpW1kiyRD8HPhvG0iMasymlq7f2KUKPMdRTCW8q6V4iwGh2+Qw9HneRE1qjHY00ZZg1zJiuQ3G6yl3GUCSjJeaqMGx50BIVhmazOSVZXBbNCb13iQmKesetXMH0frcsHW3JWvDToWy7Itqjt17jBBlFywcpuUrC4/HB/bFxeX3hf/3f/zeYk2//+gvvf/mFYcFGSon9cuF62Tlmpz0+cCa3LZOpsQHUTk33sMJRP1kDJV02JXOIHzt9SJtaCqPN+HeJczhOolpoVYdRLwK+pjdaE/FjCQyeU+Tv2T/xLIHPceVzV0oYsGabcxo+hf7N0RHdQgCXD214jR41W+79B3tObIXjdn0gOSwe1P0xpoJZ04LKCQlMlARjuiw+PCuW3tamXOwTlXIjZmA+RmgAM+foQTwQkjtQJJ5tMJJRPXG0LqTWjLmpJPLeGckZPYeVpcj6pWSaT0Y7ND+N1zhxPLxzM2KnTBfZIOUqM7LRyalSogciTsiSDabGM25DLKAxGddNBHdLjBZVQ5I0abtceRyH2EspMVNmpsRsJ30eQvRaF8Bznto0QT1bM14jIHvXzFIgGOrhv+uTpeqItdGnMlaqDikfYKbKZI6Tuik0qoVaZ8SB7FNRE3m/xMhKWIJKOs19pmkzWB8UjMfX36i18vr6E7//j/+Jetm53z9ox8FxPHh8fPDrr7/gI6SAo8GvmeP9g5ff/cR+uUpwXYJTjG7UcZ7Qne16w4Hj0ci1ModaCXFyBXSNc2oWWwretS5fri+cLglfzs6OpGStNXw421RosU/dRE9AJ8ryv/1ao581X1YrqQtHgnsPP6dQaA1VTt6HWEmj/3jPKRg4bs1kgvfLmku5lF194sH8jxGV5mCh7BeZT1PYJRNav3fdosRNLGEwtPN8KtcxndJb3ZjxIPtxYJusKDQPVJz4XjM5ObOfXPYb3pvofJYYcwRFzGQUzHcjh5TV5yZjthF9gFK067bh3ZZkEEOlSB+NvcjwS8LeDqMz++C6vVG3jd4HpWjk0PGnBnQ3VQVbkYv94+NbqHjg62/v0YuIKsmTWECYfy3kNNhTNgU+BSUup++DiSPuoijfdPTOHHLclwxwUvctRkuy/ejn+XRNcLdILZeNh48O3kXASFnSu7A6UbbMIOfE7JPH+weXt42X11f6aNRtYwYh4TweHB/vvP/6F8bxYPbB4/jG+/tfePz5X1Re58LlduVy2ajblXq9xSapnI8PShXAd2+ntKM1YN7hMn0L98ZrqVDKk5qnwKkSaKqTc6G1JqJAX75LMddO/vSL8timf6vb/AQoF1MNvh+1gGwyZZVpTycQ7/558f7I5qyl0HsLhNACm53MJLV7NXmtfN/UWo7xR+8Bu6/XuN409N7ClsPlxI5IChoBhD4yEDmRD1ROeYonch48fIjpwyJuTUYPn1uA3sKFwMObKGGoZJ1DKokxxSUFNe1jTDmsxyHh7nQm3ifMmDuuaEByDMyJXrXgCfbrhqH+ZYYA2nLC5qCUTZVHkii4TxlzG8Z5fzBbx4dzPE4aKoUNseVKDjVN+AFNZK/BOkBNqWv23QZOyeRQV2psJPTzoz2w0D8Sr7fkRKnBqgrgLdfyHKOM/mD2xiXAIBwSCvZ1syfA5MBxnORLf4qyz8eD3hTwu9XC7Xrl9vpKOw6NjdqDftzx3rnfP7i/v/P+p9/odWPbL1xuNy5vb6TtwpyD3jO1Vvbra2yBAI9onPMUEOnhiexTSWXuUrMUwlLGGK2pnZqNi32SDb4fi+g9fad3ja+nusfiFTxr3/l0ChnDo/ULn6XRQ044aX0yxo/enOsXidDUKU5+IY6kgS2EELFiLP5UzSUYQk63QHsn0a/B9CZdkltkpWykpNJTpbGx1RSEd/VDbU4sr/HBhDS5bFXfq086id6cS608Hu9sl8m+bU8Xu9wF0eOJNiw25nrKEZa0SleB4OFdK/LBcEVPmOn96VAKMCarHE8pPxd2SglPcvXLUw7wpW4y77IcYxwh0+1xMO53Hh/vfBwP6SBreWo5LcmVQUcMETmnctaHcICUF8UxybE+clRy0q2rY7rhJgHxjLGMQoYn3YesQizkfrlgdYd1qLpTkkgBbqIwDivyxHVVVeKbCmlux539+srL9TUsUt6ZPig50V3OEqVuMfK4xc3l9PNkjM7j40Pm1KORc2G0oRS465W6KyreSnl6E8+hWIWMKJodp9Sd0SXKn1M2nj5FL/Bs5JqwoTTwWlbFsWR1Fi2MxS35/e4IhD+27uo3NTKaQYEMEDlapaWXHXMKKKTRx/ljm1MKjB1GmEzZUNQBq8YLxkbX4L7WGq4HSX1klFfJohwICtWcasANk51kUl+b4tQ3Vxm7LPSnxa0YN3FKRd46ON8eJ6VmWcrGuXeE414aJ9UDcHLNG6vJ5Ts9kUhE4xuTM5C7MaSUSYYi8eZ4Ei+8j+eQGReIJfpX0BcRO5WlnACIgOHmI8pbzTTbeVISnHPy3g4+3r/xfh6cc3BNgfK5tK01LDxwhz7iQPg0IEuWyCWFPC8WVdDEgr5C3ZRdYsBW66ckK8dzzZC3qp5yOtNSgEjqucrlTWDU9ka+aCRiml/pz+HkDLMrjmIcD1pK5Czlz7kWe9ItrarHYBpM9O8skctV5ILrjXYczOOB7mgt18fjK8leSC9fnqbei3cLYL3RhoTteWT2/UrOm9wlRosq0J9zXPXwUSnkTyWKPs11WwbQtmi9qM1TlbQAoyWvizHMFOEfh74sdKfGkLr9+4+PUkqq9HEwQ0KVAEanJmN2KVVmSpArg/48YW1qaLyYJ8MmYgEXPMtoKsRZDFNh8SYAACAASURBVBLNQ7oEFF2w5DQDTR0q4WqBqb7gstWV66uSUcEWkHiKYWWWNWkjcldM/esxnJqC97vsEud89sfex2eAEQQ9r8rloJ9PXC4nCclhUnON0h+wTEU84YFuW7m+GbnmJ3BmGTxnHo8PCbTN+Xa+M2YnVaGOtRRq2GbmvFgqhkWCd0ILclQtklIStYo6qGF9gVzoJnCoYljeMRO/tG4m+9EMedv0LMsmy5ky9VxLZg6o+wtOzG2vF/brK60NtkvFc2bLVQeYDebY5JfUGhynWDdWKKUy2xGHXWZPMhXX9B+GeRh+OY764JavtPzBHIMtF0UCJufsJ/l4x7hB3VlRCSlveHXmvONH52x3edjuNy77jXM+9PkNdOn0U/5KYzKGRlRrW8J35IPgy6pEXf95zTiN5ezHjMNZIll8pGeF5fFz3AdjHMwugf0Pbc51k7mkJUECWD8gXmUqOv+Ckd9GoyzlAIPlc2NmyLnQnlB1SVlOaDnjibAgUQyvpGjLtS0+PAePmyabbr9lqajvq4HT7E0WGWljpkxKGwrlNeY49JyHkcpGKst4atl1iNw/p8yu/ekkoDJzzkRr7am1tJIgL2vOIFCY0T2YPZQwXYhTPam0nwPa/cGck8fHO+3jQ658OGYXkhXaOSOyULkvUu5nyIWnxtJk8yLWT5RSyQJgChK/rXySQs5y8JM+EwxZutR9owMzZXLdyEnQPyTKltiv16CaJerLG/X1C/3jYLvu5H3j9nJTXkw/6fePJ7PoOB4YWYecBwd7LgM1I9Uq1z5P5Al9zCevOZtTc6Fn4zxPvGvElGti2y6aDpwncuz3KJOrzMe3m8yk56D1E+8PSr7Qs9ziUy5UTK3SOIPnenK2B3vZwilwbc5PQRhxa1pa3sjabIsDvr5ktB7EFg93xDHiEAg7m/n37KL/4c05s+G9kEy6Th9CBnP4t+gDGFgWQ0jghXi2ThCTPd6ae4TkxFAbD4ZGljI9pbg1P0GkOSYk+eGm8LhRnnWOBO2pP5eVEpVyWC2OFjNYASfDwSkxBnIeR6Oa7BM5jW2Tx9AYPMW+AiyFirqLaZKSeksL8rW7XOvGjGSzGX1bkZ/SgOfoKAXxYo5OO5p68tZo7eD+8c6jqQ8qWYdisULeTMSO4VgFbOqylglQeOkoM6UEeCZyjcCzOeZTOVTSTkm7RAwmto4HmFVyobuT9p2SKqnuseD1DMplo1wUiYDD42zsbvzu9/8Bb42SNwaZernAYRIEzEY6LPjF7VlCLr3p2rw+RwQ/BfVggYCxOVqk2G1b4SMcMMbjZLTGdruQa4lR0CtukuPtecdKIlEZ40H1ypiDZkMHlMNxNsYUddFaoywJXloC8+/BoL/9WptSG3P6EoYLZJL1ikdq2WICCRwSZ7nRh8KwRv9R4nvdGG1E37J8XtQHaY7ZJbkiVA9FPqC98bS/JxlG/uRDBlPIfSjoNWvMoZI5kA1UMeai8vBsB4VQbqwRQSCD06GFs/js2sS7hYXnFullXaTmHhYg25JNTdG49LD1GtS0T5QnqjGP2Zpn+Xf0LMI7SfB8MiCXp9wLEvt+UcmawjjMJaSeA5XI4+Tj41eONrkfj3AMhJrm56NKUEoRkrxnzDOTiJoIMMnitX26xDl7zXjR692qDjiSky9Vs0nXretzhPII5uPALporX263KNVUDYw22HPl/rizb4mPX/5Iaif5chGPdzb60TnvH8zzkD1mSngM+kvZn67w6lNRxRGOB6u3SyUF4i8GUCkbc2b6aNysxChi8Ouff8H9gW2O5YrVXe8jpnNKW5MjxvRCRodBnx1iEz7aSR/BuUXc51LCDyv4w75IBt8ZSi8mEPDJBZifmk8jSRMccP4YI8rhyZwtyAeNs/dojX5gcy4Xt9k1SHca5uoN3UUCrymsG5NKNVVwCbw8X7jl9LTNGCvbJIt+RlI/tHq53gelynDYTdB/KWG0FZu6u7HvFwyjj4O97Grwh26WPnSybSmRimEZxjjYauI8QpUfE9g+WnBQIbkrZWoayWq091JlgLxn5irRLbOCelNW+edz0nFyrljK9DYgmFGeYkY7mhK+Pj44Hh8cx8Hj3p/R9ATcVhDFrk0Ntksp9ObkFK4HiB+7eJrbJkU/KWFFWZ7TBd3npNQFHWInO5Vawx4kGY/jwdWupDk55ztWG6Xu+FTi8+gH98dvEVhrHOdBKYXfjpPr643+7Vfqy40lcGCcSuv2GQfL4DhWbxUzGJYIfLCSAmIxPJ0R8DDozjXAwwYoHf0fthv92zdyMR5t8PjtK/vtqugHf9BHYt+vpLA4GaMxp5hF4ms7tSb62Z/tkrCOQPT/tuf83BTBjooS1rVGVt/piB+gYnGRE+bzcBYfusXobjDOH2QIDRTpZ1EimcQ/osiZMZJExCn0gutUGe4cwFYzaTZVRy7eosfmlc1ijhml1OtdZTp9wJYTl71gMWfFl3Ictg3Oxwf7ZQdzzqm0qtYHNe8caZCGk5s8dRIHlhLbfgkpkSkodiijo8fwPKFTfY6JtVMzvLRK2uhBIkvD0Nxs+fGWeqVbB29is8yuftwNbzGcR4lbZztoPvg4Bx/3wXH/JoJArioja8VNKost7yo9TbmVKRvDJLLOW8asMFojmZ738KFsGFP26Ax53MiFnDfm4cyLM2biaM7rDoxBO0/ZsPTO1eD+678GELdxubzAeNCP8yltY24k22gfTjejtXvczjpQLXSqOUtTeh8PzibQUAhwmI3vhvcz0GWtdgFL/lxPmG60OSI0iYnnTL5eKZZ4u2Rmgl9/+ROXWrm93phkzt7IdQfLeJe4Os9B6x3P+hyLJT5GkFUwujs1ETeaPYGgJbgAHY4Je7J7nprjYAKp/RrPKmyJPdxbsIIm7VBJ+2jHj21OKxuUU6ehBapGUPRSouYq1HU2pc+tksJWNkXDCffsyEJxNCObqdAR5cun42WZUDu9eyjaBxezcCO3iHMQILNt+1MdcraTYpkyAgwSK585oXVgK+TbRVF0y9R6TPqjkXJi33LU0RbG0dKZqvxeyVsi0ssYy4L+FoCZyRA618TebpjplmozCAgpog1i4c0++Pb+wZwqtXIQ/0FJ3hVZuGwYW47eENeoI7tmc6ZhvlmSX1BTb0defWSQLSzK/z6euEDGydVhSzweibqL/na5XEhMaAdg7NtOe3xw9iZy/4zvYYrOsDIZXQBUPpvc+vE4nEwk96dEK9OOMxZ5Z8bKyyYHfT1QSGgOrVFzioWuz1lWJfIqKjmx3W60+52zH1xfXnj9+We+/vIn+O3k+vYz/egS8deI4PBBd6epMSCliqdoY3yq/0zpSf74bm9+DwmxXPbXxvy8ZR1iU67fIx9jD6VRp48RoxQTi2n84M2Z5qAWkc5LvKgW9oQlLXtFj97FBSP7FNfSJhTN6tZM3xCyq01sEbcnHmsf0nbmWuX+7g0blZ4zHjA6c2I1bq3eGVuBMcV5PVs8IwmVLSXZepRMd/EyNytYjSiG6exFC5VAVn16zK4SySIwNaXPEF0CkcuZtBWNhlg848EYhjHwUwtr3zfOKSK8D2Qw3U+8NXaMg4ZZo/UWIb71GRNQqYCQxLLt5JLZSrQHQXgAJwdDqMdrK2GwNpiiTIYCYzqkfpLTSWuGbTvmO90Mz0bdC/fz5KfLTYLudkixgYfPaJH7w3TcgmxiqgZK2Z6LdOI6LDD1dwwcBd96yvSjB8NqBLlFmaIpxmDD/Vm9EGsrZW2kknety5R5jENa0duVOjuP+zvbyxtv//F/5f6Xf6X9+hv7fsXHQX8cWC5Mg24uRw3LuuVDoJ2ahpgpArmevGT7blwSh8TaiKITfsrr3LUO/tZ0eoRVy2jKPZ09PKfmiNvjBzbnckUfuWBz0C38ZgPWn5MAUuZ3fyYa6jA8nh7TbdNcdGk4k3cyieGuQNyArLdaKCJp0LvMhLeqWwWTi3sNjmo7G8HHAQj0UgOFVAt9BGc3yZXg6I0yI127D0oSgJOj9Ouhm0wlep+g8pVcgjW00EaVCMZz3i9dIhIK19vGx3kwk9wW+jgwJmM23QDP7EwpWWRdMSQYrxm8Y6aZZbFE3Xf5CyG96rQIG7JJ0zGMM6MXkoPtaD3md845pNzJpk17TvkW5ZKgJbZcyKmzbzsfHx9i3IwpOZxpTDbn4zni6E3u9D4atmljNQvXenTA5RQyrNGZTY78Wy0cp5wYP1PORwQaCbuYQ8lqa/bvPhndIStrdQUoy9BL/OeSd66Xwv1+x0rh5ac/0O53WjupVfYy3QnigRRJbRwktsgh9bUPn1//lojanugISOw/nwvAQYQDFA2yytmnQmvK00nichHezylzxh/anNfbi06x86SdwXpwD4vBmHWGtu2JUsZC/fSYSbCiFlwnbimFLYJxPGhSKYXh1miQSwz2VW2mvOlEtSzlhE/yFlYhttBdUcvq80N2RcStssPjBBtNM7+iEsaTRiopBR91HSAehIpQz+fyKWXCCelQlNwmEEDsnESzSdoLfUi4nHIIpc30LHLm/dtXWhuMbko7c6kYzJ1ad5WfOStuPTSQW8jdZlPvIoJ4ZbgLBYwKIOcKyLRagbIazxCD8gSc7U6+q1OxU6LsPDq5FNrhbGEx2vqJKm71VOIUh6a2zBiryS9qASHKbZW0bVVX5fuE89EZXUhszWE7s7RY5sH00efm0yVfS4suqUXmY2iOaFPtV6D5GuNlyvWG5xRCZ54jphy2NH06Y6iCKjmRLzu1as0tIPSZe/L9Bl03qX+Wt+t9r82r38PT6UACAhF3cGf40KxzoiroRzan5cw8DrydelTxQlMgkH0MGJCyFtUyVUo5+LcWzXOyqMJETkgoaEhvNlNSCdqU7ENmMmbahIH5DJW8xg+4yrDjaJRSaEObXcZbjTSVWpwCOdy3HR8OYekYkxwsVPDDUFnlic2S+JUYI/isJWX8ScPTx8sceDb1SsjHJueCF5VfrZ+SmBAufafMwI77wTkktm3j5DjbMxxXCdyDmgpbCo6uJ4ab+K7J8CLFB6jnGhPuYVEye6eNznS1BDoIVpJWogfVEozNpMXkeIg5NwbmF9IceN1IeYmttVlaOzW68vX91Jqk6dA2PBXcPmMpFiJJqEDwyrAE0zAfQuxHx6qTtwu2hZEShpkc8ddrrdWCOpqYowVSLsRUOIHWiKdM2S/kUqLFGGz5Rh+ddj6oyRhdLKT1/VvvsDyIksArCTT+flOuL3e1ah5zzbnU4ctpz4mKaPGzv9uoPpj0GEH20HT+IH0PBGT04GYuY+h1WyURXZ/N/IiNImV8IIo5U6ss9GcPiZdlUeWYzwdha2PH0H6OrmBaF3jTXE37vu300ZljiHgddp1L57iUB1ZUtrbWyVmnW1nv4bs+QnIxLYjlX6v3Op/ZkOJi6nm4mUpPDCwi2+l6RkMl3pTtYMwgJ2dA5jalwjmOg3Z2HscjZmliG+Vs7AmMSbaNZIWt3vSjkss1b2pjnG3w0SdfH1JxHPcHZ4jGfYZ9SDVqydxuL9Quk+haCqMYNiYvtbADPhvHkQjXIaolxjh4HI1tiwOoD0VrAJYTNaiaHXGRB9E6HA9GazAO9mxcLjvurxGInBizqee3FMBOpaTg6UK0QmvIr1tnzRHHmGLuJFUsc22KrHWSxNTAahiERcbpTJp3Z0ucs6sP9IUh+PO2I8gH0z1m3n+9QZ/gT2zCJ3obh51Q2yBX+OLtypNqetd7Hx2zRYKXUP2HNucc8v0Zlkimm2cilFJSnM6I08xicT3nPIRSPk5/7YUgtheRBMbStLlOZyMe/uqnDud2vWDzZKk8ejsF3hAeqMttYGqQfbpTcydFyaxWVid4dG3yzV03Y6nxABue0Q215rMBDq3xkcCBIYUFCPRKiTHtaa1xtocgvrDPPOeg+wij4fTk2hK85Ee7q2/2TkEufVssjrL9jFeF1eomFRf57sav98af//Ibv3z9xrf7B4/HnbPr5xSUaJ3jhtm3yuV648uXL+zXC2+3G5dcuHdD63qwbYOPs7F5odaFaA96cyyV6M2CwukWhO6Jzc7s8PG489tvf+H+9Rvt4xsvtfDzT6/UlGAL53/Lz9HSTI574jgbvg/Krlkz3/dpruprmZ2tqguMbJVe5cBApFf3QP4JJL3U+rxIzseDhFOtfhIGpjETQp/NpLxyyHzOOf87OyP6U+f7/eu4yvJoVWePZ+hhBC4uj2RkU/vrv3NB/39vztab9IDbRnvIz28lKC8r/EX21SWqG2XpAC0UEj4NtywmzdJk+oxSWW+LPiXETtLYrXHL436wp3AARLzeUhPJjda6kqEjlp0URsCoJx7TSIznIWGhNFkgz9NA2WcYOptKV/sbK0gE2uQCHsZhKYJ0pXEVHDviVLXgTDrBCnHoCVqbjNFohzZwskGyGa520Rei8rNUw3JQBlOO/yYU87dvd/7bH//EH//8K1/vd9lmsk4iC/pf9P1M7sfJ18fJH//yKy8vN/7D737Pz28/8eUyqWQSG/WSmSlzjIY/7lx8IxeBc4UATabQ1G5gM3GeHYrx9eM3/ukf/8Qv//T/MO9f+VIr9csrYyv015fnZpNp2+fGLp7x48Cr0djIqZCW707MkcdwyqbDYRziOxdLeHbMTTk850lLAvKWKZyHDDCZQonytjPblGChi3DSRqePrsrEAEZYy3xyYv8t7quqP81ZPNaX8lh7mLqtaoigcFpsRN32+rUApfHv7M5/X2xdK95PcsocZqQuw6pJhlLw8wE2Aok1VpTcNCG1eVpkYEYuiglsl4cfQU3Lz5nSsnOUQFplc06J5rJGGV1OfL0Lle0+KR6UOJ+cvVNKlqi3FnCFvaas3zepQfGS23pispKzFKhT5Yq3DoyADEv48oiIH5kjWVIowyBDO3VytjbE4nGY4YouRZQ+6D0X3sOmMiOXiOnGHAkfSRuiyKrSkPWn14hR6IP7/cGv3z745Zev/Pb+EX62Rqm7GD99siW4JNUJpIrjPMag++Tj484/nX/kt7988J/+4Qv+0ytpK1jrbMnIuQqFPaF6Umx7dWwO0e3KRh9ihPWz85ev/8o//dM/81/+j/+T/uuv/Oef37CfX7F5w/vQ/wORV3RHqF36xHITMePo1PwSs24JHVKyIFzoMM11l7TMp8Zd00PlcobIAM7zZNuEbJ9nY/Tv+sCsdiv5wMeDabIvdc34KMUgPUmEfJ+DssApg6CjLqd2Hc2rwrIFYsX6WZ97nG2sZAB3HdIjyB8/tDnX14jecpjKvpSVyLUsFuYUuCLDdg8LCb1pQd+q80sJ1A2hZ8yBZTmw55w0QnDFPuhmsWeJ3Hp/eiutEJ6UMq33JzBTk0AgN93uKdqD5Ck0pEXyLxOZQSdmgAtRLo0VnmSLX7mgc3GES96YBiQ53BOVxL5vtLUQz4McPUWyrFK2i8zhs3O7XrmfB4lMtsqkg+s1LWF1yZWy7Srh3TGUNfrojs/E5bLxNjbOrtooG1z3C/WahEhH7740jheDsyvUN5mRZudf/vSv+rPbDmXKs9U7lEKbneRTEQoO1ypa27TEJPH4+sFvv/3Gf/2v/zf/+F/+L8ZvH/zu5cqlFkqkmC1t7qdiY4oMEVYdrXf5Sx0OZYueMT8J/euzHqORp4BFI7PtG72dsiQNAf7SYvben23W6usWSu0m0Og4H+Go6NGmZY2JFuDAWg9/c6tFXzqXRnZt3QDw5X4R8rHpT9K7NnNIB+eMsYsICU+P2//ZzTlHY3Rd1ZYztlX6/UH2SVpNtOAflgX+ZzlocSOt/m2ZHKm+l/ypME1WGTlQPp8Ce1a/UeLGzakw2hlqhRR2kCJOt9bJtoyqxS6avZOCf5tTVpKyXil9NraiPm5GSb4+SL3+9EQFWcNnExnbnwicWEPEDLT3Rk6ZWireJ9477idjStlPcGBBG/tyuTKaU/JG63Lws/Ds0YyzsO+7JFVekK1nJdcbP/0EWzF+9/ZCb10AzFQ8xh4hTb1rBjpdoEjKhW2rnMcZsE+iufP+8cGv375JiZILt0tUFR5WNNuF6YO2bozm3M93/vynP/Ivf/wX/uUf/xFa5/V24eXtyuVSKUXjolUv6pz2p85Uc0F5GE0gjan0Mg5q2XBfQnX1pYRb/nMzdJFgpsfc1SOb0+y5+AURJHo/g7Su0YnNrMN7hIVMkpY4lxKAZ+Lvv9YPX02TPbft9HVT6jBPlnHTTHyGd9CcoVhBumEfLt71Gh38yOZkKrUrB/lguJQQc3a2dGHmRO/p6fNTllJkTIbN75Qj87v36J8z0ZDnzN5oHrOreLGKKA9gwo2+TsA4bQ4ByFyiFJapdQ9CfRHQhIkHaiKva7owseizZlc+B6yN+b0eL8WtNZmkJygzE+AyCfNwh1c7KGK8UNqlvpj08xFQu5wSRhbhOVtYjmQZm/UxOU5xPGdYteiClmnyHEaxyc9ffuL15cbjutMP+fKMLjRQzCbN586zcYzO/bzHcymSloWQYQTAkrNGFWc7KK2wZahb1TOP75fLBhdFRZy9cX+/89tvv+Hd+c//8L9wfHwl95PXW+F6rVz3TRYrQeYgFml3p0WY8OwpbpXJPE6MRJ6ZXlDUn8klw0ya4aUVTgb9FJE/1R3KRo64v1Iyj8eDSRyEYxWksbV8yFI0J44pbSWlSOqWIoAoDuoVVPTXfWeUret/jspf47uZfWhl4+a1oIfN2ZlTrns+nOwFc9ELf2hzlqpyUP2icX98WjqYpVBKNC3+qs25AnwEbUfOZlzxtSRwMSlE07K42dZGTE9Bt7HmclISpOfD0lxrncppff59Pm+6hD1LHVwE8QV5E/MptSJOb03ObXGIpO8+GN3uovBBeJsm03zXU6C2+vAUptPlwmeTPlvMZWW/MTGsKNbwnBNPjWJw+ATkJH/MxrROvquvLWXjUveoBvSZpJTYywXmYKTE3Hp88DN+lhgx98eB3z9o5uJvBi+51gKlPMuzXNRSGNLpDnHayFklPCmx367slxs1Qd0auPi+/TwZj4PH+wXef+G2JfZaKXULVpOSu9wSljeyVVJbSoyhpT4m2TtmjelHKOpjPFFlmVIjujDVzFgG2xpxSlGUo9ycymaZ7fE5NfAgnQcDbYwzblX9ZcwQ+dcUAM98gm/rebO25Bql8N01Hkj+NJFkiIDf56ZeZb1LYDECCCURI8Ef5dbmSqkEV9PDcrGQU5LEadvgbFKkxIfifkKgZT4HM5fQyC3RsdPPxkR+M5YzJSt+fo4OwS6aw58G1W0EBh2cxy02l9gW0a8tEyzEhDE+2RtzjPDJ0YOeIdxeFLLlVmfPDyW6zKRSXfPYmLVN9b+Ysef8pCCmlML6c8hZnERrAgy2bHRL9KYcj80Sea9wudCTMcrB8fEh5cTQn3ucJ/vHXYtjG8wsc7U55OigmyNDMdxLjKY0irJS2Euh5Ux/ZPr5YB5Nnq5J1MqURPrIZSPnKjAsXYRs1kqpF/Zt43a78fbTFzxXLmWjpMzl+sbbl1ce7994//UbH9kZ/uCyZbZto16uWNmwUknbhbRd8bJjaaNejXaczCb3eOmFB8WrgDSTeiQluT9KvCwwavrQoZoIB0hJFhNGa43WGimL8dMjREpstjWnF5/VRySQD+gpgRVy2lh5rZ9xDDwP3yX9evJmp6PZ2/cSMX9u/KeDgqs0t7hIHCSUCDMysx+dc1oh7SFwPU4hbUk3HZaFmm0a4A/LdOTjmnN+Xvt6QxJbj2WtQpIFRZHxc82J1J0zWnKdDOr1Sika6hInPUTuiGREo+sDCCpSKFwqbTp79CDirsZN7LCMt9x5egUZQn1zLlEeWhADItyVz0Fzmo7nAKuCLaXvYRImh2wol8zsJ+6NZPL46Y/OZuB1Y75M6suVepzct43z8aA9Dh6twWmUrL4r7wMibMjd6UeoS8xUwpthw0kMGX8HP7he4GJGt8zMLcZXg3FIYFxLoWw7Zb9xubyw1Sv7ZWPfL7y9fiFlo2xVOSr7znnv1NvOTz//zL7LaW+cjXTsuH8h2WSrG6lulOuN8vJGfflCvbxGcG8ibxvl5YWjn6Q2YoA/Oc8HVgsWqh8L7WCqFmV7CnqicIgU2Tkzev2SdetLPC7SxtPADBH/AzilhVKkz46nipWdVC8Y4cu7NmSQHHwl1LGMvGBR9Bbmopt4BMEgeq5AgtN3eIepbtYFhBQyP7Y5WVmHG0e7S6NoCSs7eb+IL5rFby37hbSG1Wmol3DZFA7F9FCix8ylkBKUolQvQ2FGI8kqZGKxwXV71VI4z0O9qjueZN9RTK9xOcjhHg9fJ2MONYv8c1ZpWliPamncln8AUbYkk0RLtz+x4I3RndllOJayBNQrGXrlhvowadVcFhjDBpYlEcKdnCYlMk3stuNupKwN8XG/c3zcaefB6fDROsaJtUHZLsx9hmfSkFhg23Tz80kAcYw2JkdXVuXleqOljJl4rmN0xtkpMxIZtsrt9We+/PQHSt6oe6VuldvLi1LAeuNxHBQK3Y32/pWf3q7sW6XmwvVyob68BtLbpJ65vHB5+cL+9jPl+vLd2tACv9xemefB6Ge0JRqR9OOhfNNSA/0sIp9N8XnXIteZqDBm2agKh9iKkqnP/klaAGMmMdAe/WTOoVBjBERK+B8cZuDZqGpBsEpY7bf49bO68uc/r7LXbX6WwG4xWdCmXW2bJIkRIv1vAlD/A5uz1I3ZO4tSNcfUm6iV7XrjeNxJpwS4e70qxyLi9cYcKgdn8Gmz4ufmXG582hsxy1U93uUR9HkquawoUb83p9QaKYv9AoSHT0DqcSOm3imxCTGdbD4nJHF+U6hQLG7nAREArMe1LFV0Auv2MkQJmyaq4vr34mUCPmBMvDc84uj0AiswSGRJqGydurJ7AWOrhufCH376Pe7w+PbOt2+/UJLmc6N3bEz8OGIcleKDzySrjN4Y3qVWScaY2qBu/fyvyAAAIABJREFUiev1xsvtBXxQc45UL30mUv1PXl5euVxfKGnn8fggu7x/9n0XfZPEtu3YcEZ7cLTGnjK5Xii73Aq9ytUgp8R+fWV/+5m038hle95yFi6IyWC7XHh8ZGY7nwei+2CORkelLklsrlxU6qfkbPtVZIiuTeRJDCYze9rQ2IhZ6tpU7vrsTTftqi1L3cUuKrLqNEd+vKjyWV+fErC1Yf/6S6ObcHRfm9bXJo7S1cYTtXZ3smUWheWHNudeK0eYEu11x6d6rbr8UTGldZXFtjHSyOSZmM2QAqOQg16VYrzisWncec4Vhyse4Vmv66IRJzIZyS0g9igea8amSPFiWpjABdNZlBaKxgDvJOJWt/FU1YzesZzIqydmsXSS5q8xr3PEjJp4hLpGOZkSCUXtgUqz8/7B02wagCCrh1QompPn33BR7TqT17efub69MVvj61/+xOPbV3Lcwud5EDU5ljM1pYgjlPLlnJ182bm8vHFJhfJx5zwbddu5XS9ShpTM9frCvl3BstwPx8G25WcUAY6kVnPnfhz6nKyqJK2J9/dv+JhsP/1EudxIZad9+5UDWY7WbWO7vZFvb8opmUGsjw2aohfb9p2x79yPD5gxuvEpJ4cAC3s/n5ktOck8q7dG2XaRS+KzmOHG6CEzTK4Ccpp/SuimKp4xRyiVZCK9Xd5i7BOfma/t8m/MOf+qwlqb0p7A5nNC+t0a/qsP2gZumn2vqm2Bnv/TmzNbptYtStHM5pvGBXNIhRKeL5aUEqzgWcXoJU8kSqjL9aH3JtWE1A1iD7mp9p/BMlqzQB/I3R2Fs4rvGGVolq1JzuB9sobHLgwJzQSN5oPkgfyaLBg/m1ohc+aETChQObOnGt8tM00O6kQojZkptyXluDIjDa3JB2gpJ+YczyHzPBsWoEaun6MMM+hdjXjdE+fjg+2yYwYvry9kd9r9zr5f4F1xf/V2DWeKhM/Gx+NdkQl7pd5eePnp9+S6sd0OzuOIhSHtZr3sXF5feHv9GUOBsq0XjElJztev33gcJ/tFCdMA23ZlhtHyvu2cl6vGAXnj+uUq4cFW8JqpSdH1++WFnMO0enQ6KHowibSRk7GVjXG98bh/e6p45KGVopdGlcYAa8vcbQsa3528bYzRKElm1iO+r80EIdzuXWMuua2HSJ+4COLzf3t5peybxhx8brpPM+k1x/xEcLXoP8vW57zf5C0lNtiI21SHt4gOqhgV7mXi+ab//hb8dzdn7yelVJ1aZuQpPi1JivxSC9aW47aEwKVUfIZVvod8zCfDRWj3xWWaLjFy9KFmFsnFQVTAg05X6LOByVW9j06bHc6ETZHFa0nhAhDmTKaULLmqhbG1K04ix6pLC9k10etGVAFC1dTgj6nh99JIplRk+5gLKafgtCZGH5zHoc0ZINjZT6HCXdq9HOLzkpPog/MMk7Apa0euJHPO99/oU/+upI1SL0DicnvF20HeLoA0nbq1PW7yStkvbNeXyLqUvrTkjI9GP+7UXNg35Y7MaXx9CA2eTej6db/Q28l+uXDZNup+ZdtuOiRjUf3DH34PkTO3bVUxdxE/n0w5K1tWjIT0llLR+FzuCQHClY399hP14855PDjbSXaPiMWpOWzRgdtmp59THkpFABjtlJQvhNcly0w7ptYLiwlFyGRaDjaQWhzHmKlgmwCsMT8wW4R2+Ptbc7UjKlVFpPjr/7Y2sNnq8Re7TobbOclqhuKk3ciHONA/tDnvxwe3dJPzdhfIUsquk3mXOfHjeHC2FjByIucdL8qaSHM+ndln9HhLdjanSMbTFeoiIrnmVh7wdEpLha9ypm6q0vvo6iGnnNO2sn/Orr57iDnUK7KEmthoYe8Rj98RIZ6CBXXMLGkVPv9szN2SlBAp62DxodRrMPp50B8fIRUyWntIpFyrbtiiAbdZej6HfdsVaJM72150eIxG6ydWsnqTBOXlQklCgG+jRoq1+i0rVf18iMdxOSDUXLlslwA6Cu344N4b81TEopKxJ6km+uOBIUQ0m/Pl7YVcqwQP+4Wy7THSkEWMY5RcSTnLXNuHUrJvL8zeNeJJUi0xw8PI9NkKSbWotkSlu779xPF452iiN+anl/EAO0UtdAX9zn6CTSxyeBZJpJ+dtG1YyUFs8GCeJdJAbgw4xxO5z8IY8gY5wLS4YNasc5VYC//43jNoIf1PDDeAk89y1uNwsOcF4N6islNGjGuc/O9uwX93cx6Pg5o1DBc/VrxJS5USHMrt410Lpk1sy1Kep0rKg63oXfTeQtVR8FxkHTGjcBiNcZ56aDkFgCP51RyuBztdgEAB0O1qvvqMwdEal608d+dCZ1c0A6BouDnoplCc5AEspUyeRhpC0MyS5E15gRjynO1N5lk55SezCUzI6v0bx/tX8NjcY1IQU6m8/aRc0REOcwklqyUoySGr5GlNfakhNg0mNLX1E0sbVqTiP8/BeTwgZ7Yib6G6bWz7FbPE+HjnnM7b7/7A9eUFZuNbVEDLYby1TusH2YzHGAodRs9nL5Xby426y3XeAB/Oy+2FgybUtXesmgA6Bq01bvtOuewabUBkmOTnSEqLWif10s2mhHrkjy9S6oQW1LJsUVubkDzGRcI+FnnAA/OoW6afJ6094vWKU+spStNYA+5OOw8ej8HlelWFlRSEbKM/b/UnQLPaS/76wOe54dZmheVta8nFQEv+VCallLE0vluTWaJFE6Np5h+8OZNPjvud6/WNy37jGEOzKCskNKO87FesCyhJOVG2zPloIsa7E7MInX6p6F2nzGXXiTjbiffB2c9QnVj0svYsHSy+d6316ZCdhaNDUtmTZgr7MDE2UikqvsyeJ52bEpBtJtlHRp+wxjmC5CXpEXJbWC7qCpxt9NlDEaMgmvN4cB6HiBndae2hGWLdBNdvG7//6Q8c71/5+PgKM7xce1eSWNpxmwwE82dLpLpz9Ec4QaAIgiBk9HEqumK/aJ6YE9frlf1yERG8TepW2PZdUrXjFMOqVukwXSSK96/fJDick/txUErSIjVjm87Pbz9HNELi/es3Xm8vgfRO9kulu9hIFv5Qj8fB73//wiziSSvyYUAf+BqXTC3ahAfBxKl14/XLz5wf33QBTDnGW4zNZtcunj5EYOk8RyQ2jZR3lku7iA1qaWQbI0ngBGwqWHf0zuM4ub69qSobTeVwlkppIfNGjGni63vLEosJwAqK5ntFSmg918ZMSTdqzkLRUxMFtljhyDIl+KHNaT7obZBevpDSRs8VrFK2wsoX2coFqy75zfJ/zRoTjNkZrZPN2LZdfjeED+y1kFPmdCPtg20pCsJaEJwSmR6L7D59cLtdBUr1/iTQO3COQUobMwyzSnaBL3FjmxWmy5N0KTUw/d6UjZql+hDndJCmaGqy0lSptE7+s50cvfG43xn3O72d4p8GDc6nSN2WC+Ns+OakslPKqayW/EkfLPsruWRa/zPz6Gx1J28XxnRsikjfh2apFpzdfb+xX1/AMttW2fadUjPdjLwXXn/3O8ql8vXrV8bjQUqF7WXTeCWJktibgL1929gvU6ZjMTI7W+NPf/mFL19+ptZC3TaOfnJ5eeHb+zcgcb298PXxQc2V6/XC3BrncCHBiD6ZeoMUn2cSscDbCMWQwoTHhP125fL6wvvxEQpEAWo57G5a6yJkJFEQRQTRWM37UPwBylhV3ERs0CG1jqEuuQSY2Fpj9yCjTEUqsOaT8Fe0gM8p5CpV1z8tBDaCi583ZYCkPcziUialQS6mSyzLgibnTLINSz8YxyBu4KS3h95aznoxKWh1vVFqYdQSIw2le+VszK7ejEDGrBTyvqukMyeVIgg7/IlyLqGlVDajI8Ou0Tu9Hfr7kPHUtm28t4ahAN9VzqrkmUDRfC7mmaQEKWNjGTGlpzDckmRiKbuE1N83ryESXjaJM4gMvXXOjzuP+zvnqWCkPBtW4iZJgUyS2SzRzzvneQYQUsPrB172VzyI7WShv2Nq0XoqDIxiVeMTM/bLhieVVgJHKrXupLBrkZzqhbrfgEQ7D6XC1Uq+7NCayuOSuLxc8TGpKVO2jW/vX2nniXvn2jtpTL59vHNOEQ7a6JTppLzxOA4hyCjfJZdM2SrHcYhWFze0G0ENzCKtZ+EAsyk+wxazi8rty8883t9pH3dtqFAreYj1B/MZ3bHGKmM2aM5Wiubbk0hp25W708Nga5mPJbCS6PfGeXZut0ytGeifdq7hlqHPnWcpi4ViMwAhX8Y1Fr82cbs9WGopJbI7cwhrsIUNJAkm0iLgpB8sa0upzPPEZ5fEZaUcB2Bznhoge/qcKbYWAS9zkmbMBRMqTXCwybZfSKlKjta7zJWs4j4YU0bEvpyy3UO2Nqlb4vF4iPpkUsGHvl5skdElCA5iZNOBjZGoyTRLWzpHjDQR04fQi4ZmkZCNqdLVSEQ+JbrJj8dBPx6kXLm83ST5mgqvqUVJz3W74JbJ+4VUC/NxcNnlf3S/H6SU2G5vdJMlCxEgNB5yhCMi7S1VeExqUTbn6+2LIiSipMylkHJhNh2atez0PrEsYsOKOS+g5Ow+KG8bl7cvmDu//fILL7cbtV04HyfvHx9sOVH3C7e3n8j1yvDO6AfWG492kFH1kLLxeDzYL3v0UJX7x52311eO80E2p3U5SEyXa0bKhYRQb23e6O1fv3D76c5v7V+e2TlLwneOHvNrtUnZCVsYD2S8Sa4YxIpjdtbwbQQyO1zOBznrIGlj0OZkL3HhII7rmsEHCP6JWfBJ1/sEgdBcdKytHPElQYhJrpHK4m2niJ9IljX3zYHe/sjmXC82lUprTU4YSTOnEe7feuP6tfZgpneL2zJRUmXZHbqHvf/1BbMkFfiM0zXL9kJsnSiNZ4+NJnG3heXjDGPrHBSsDNRk5HBSM0I5Yhkr6okysKf/l7M3640sy640vzPewQaSPmVKmVJ3F6oAVXU99P//D91AN3p4KGgIRSoGD6eTRjO79565H/Yx0kNSClIQCASc4eFuJG3fc/bea33LoLSX6WHP8DD9pKr9emyUqG/6cc4tUaxk4eCsq6SClW3DWs/9pwe8UayXM6RIVg1vnSR2ubFPfhV4S9Ka0ix2kGRmczxScyKGhfFwZHkppBYwKObjvaQ+V8UlirG4dcSmdQNuHMXZo6U3yrm7foyhoCBX3LAja0teL4LzQLFcA+O+4IYdKSzEGHHWsN/fUZphmg9cnh/xYWWvLW7c0VokXZMAuYZuVauFcRpJ4UJaVobdXtYgHsnrnGZS2LA9nbz14pQG7DYd6N5LZ9Bux/j+A9dtJS0XJNajyqHQ+0bnReFUSsYYD7jXSIzai8o4i25iy+OGb4XX62ZDrtGpig80l8LoLJr8Wny33/dtacqK5Fag+vW105VeMuRqfULdp8G6YJ3YEa0yZC2KLmslltAOFpXSbytOAR43UA5tG8u2Yav0OK9ktNvVUS5a8vR2kmXZ8g2gy6vHzWmRguWcOxQanJfQHLSsEEqpmNbIFdCi9dSI0L7kSAlR+hhl0HaAViSzRTXR5dYmY/9WaE3TuoukaSVIDjtSTUNnmexpa155QKpPj1JN8gbSrnNfMjkUwmUhbBvUijKVZVtwo2hHmxGhAsYSS6Oaiiri4/PTJP7IWjnu9/jBS5LfazJVfwM5hx8HzDAzzSNxiYQtUBQMux1KeYyfqNZitWZ3OJJyEcM1DTd4lLM8fvnCtD8wT3seT0+8hMDucCDlyvPzC4e7hz6Ag8vpxPhph/Mzx8PIMDqenr8wrVcYJu7eP/CPXx6Zm2F3d6DVgnUOYxy7/Z6WI8v5zHw8YK30icY6rFeYKigaY6305n1S2zXlAIL/HEb27wZyqTz++Cdq2GRHTAdbtyoQOKV71ETpWBH5GcpqxMhJWQqqivVLyE6KpsUA3rKc1qkWShafZT8upcDaq4CrD2RlYfI2DNJd2NGnwLwBBoquwkBSwmCmCxt0HxDdhqYq33bpb2l5/+HiBI1Rli1scmXoGIsYV4x2pFyY3E2WdQtk7YXZKqlkYgjydDMCXjIdIqyRF2j6tK80IXnfrFwaha6WWjNlK9B3fyBXUVsVdtxJInOJpLgxeker4MdB6O2ds6oQ0HQ2mtoF96jWe5g+XbMaU8X0rBBLT+m64VrkWpdiIofCYD3aGbR30nsVsGakKEVKUQwDxhJSgrLJNdp59nd3EpRbK2mNGFvJy0rOCzVswlqdZ7RzhG0jbCtpiZwvFwxwN47s7u5w44zSskI53L9nXS+s15P0/TUzjntKS6zLlfHugVorX56+oJ1lPhxZtgtfn2UglHNC1cKyLhzuPvD15Ssf37/jmjaW5UxDkVXj4x/+mp+/+47d3T3WDmjtaCiMd7jBsqwLMawyNU6JmmUglkvB+UHEA02GQsZbqrPkbZFfd06vHXfcoUgxcX16eiU81CZUiVp6YnfTNCPOJN8jGkrtq6i+CqNUiUlHskhTBeNHvKnEUtkfDjxdFw5togmurxfo2/pETsbGrz/zZiGTYlX9ILt5kLtnmUrTFV3F5FFNQVfZMtwCocW29xuF79o6dG2EbWWe5879aYTrBTfM4odLslaRHZT0CMZYchbdKx3OpVHiZjGuI/cryhq0FQ5QjAGjLTkrjPNYrSDE18CgVDLWO2KCqjTDYWbaHaUn3DLaWZQVvWizDtcaprX+hDIUrChzSqalVR4KVdQcMUV0q2gtr7t2rGVtlYL0KpLmrdDWY4YRZaysJ6xcPVVt5LyQasG0RImZXCp+mrDDiHIe1X+wa4zCj43iUa1pI6SNVIQVZFMhbRu5VOoW8dYyeI9VQqcfjeuvs48mtDzDr5cTsWTeo5nnI6fTiS/5F5nmDiPnbWN6eCC3QloujFbEBrWrlJQuzOPIly+P3N3dcTm9MDrH6fEL0+7Iw/sPMvn0g4TYVvBeJtLjvCeEQIwZP0wCPzOKmALrtrDb7cE61uWCNwo7jgK7XldqTZAU87yjDCPT8Y5tWdmCoE+NtuSQBbZNJzhqzRYDaHo0oZWZej/1rFWiOtKGSsUMjrzJpDsum3COnO6Wwxu3WBpA9QrOlnR1uu3sxiX65x+vHGcpD6qWB5MGms5oXSl9S6C0hCvnYtDa4cxvJSFYQU2sz1egMmjNGkT9ooyRkX+RkbdVklpSapeWKYWuFW/M60jZeZHj3dYj1jopgP4U8t6jbSMjdLKcVum16FM93fDTTqa6zqONIeaNnAPeGpSXuLybokP10bk2htL1v7ZVjKpYDKk2opYpXwgrRUQtXf8povaaEqEI8t+PE9pKTHuuDas1WNnnpi2CdQjNvmKsxnvPNB9Yc0VnUVAp4/Bjz6FpsIZAbJVQM95J0Z/PFyiZcRhR8yyeSyc4DW0U63YlxszURl4uciVHKXIOrM8bxs7s3n1kvz/y9fEzuiaGcSLlzPlyQTnPtl6Z/YjRmv3oqaWwXJ5IRUKRwxaYp4lluXJ4v2O9nPHWkHJkXRJ39w8UDWvKTH4kplU4vFvETgeM8+BFb7tdTlRGxslxvSTWNbMbHHbaSZFfz4Swoq6G3eHA/u7IGlZyq8TLVQZ32nT8jcwbKoIAqQaKFoGCRpKrJVAov0o1S64k3RjGnaxArKFWxX53oJSCVY6K9H7tV1fWN2bQn/3oMqE3UBxQ5b1am6x/aifNyb7+NjgSeJwyf/7k/PP/BQSGnBuWSkmh6x6Fu5rjJgJeJTszZzXzONBKZlmvrNsiL8IN6GECa2W/Z/uVsTVRgnQvpB9GrPOSjl0lB0V6VelnrbLoZtjfvWc8PDDYgbCuhMu124M0Won+lb6wHkYt64f+5KPIcrskQTK6aWLY36GcF5JAKtQmiE/ZgZWu0DEM04ybd+hxolkjwuywoauYr0uO1FIZ3IT1DrRlPNyjvKelyPXlhRgSqmqmYY/CsIaV8+WRGDPjsMdNO6bjnQjHxxE1eOw8M7+7l/WAsuiqaTERrle2dRO3TpY3glKGHBOX8xPb+oJ1hnf376G9kQIff3pENXDGs+SM9TPDfGSYZnLKXK9nXk4vaGvYSiGdF5anJ3besFzOEAOqJZ6fv6K0xU13JK37nlm+Z6fnZ4F0A3bcMR/uCUFSpP0sYvm89nZn2uHv3uHmHSkGri8XnPPcPdwz7gaGvSfGlVsmj5ikKzllyIWaRYmkGrQs5gN0z58xqhcJ5E1YS9oZpt2BZj1uf0AbR+6NpkQo3FIIOtWwyfgHeqR8P0FVl5beJKa3wnyjxHc5X2cOKy3vvVuYdEZu0va3khCsc+SaUV0g65zE4jknLgUJJ+o5EKUJNqOjPloVMJa2VnyhfTKmisjvdNadWhfQVfSgN9ZKa5pWDc6MoCrVivWsNgFKG+c5Py1sW+jTMTrasD/BrJPMSzugnMW0iNXdRtakPzFNrt0q6T5mF3fLvDugjO56z0TIBe8NzXqUG3CDo6wr4zxDU5JTkmLXf4pPE+Okx7KOnCQjZRxHjocDa9jY1pVcEpenJ2oouGlinPYUJcMxlCVnuXIOw4D3ntUscjrTfbXGMo4jtVauy1WGRk32pNv1zLTuenqaZbffs20Lft7x8uWZ0+nMbrfnel4w736Hmkd0nYnlmeHg2bZETAq/v6dshXVdOX35wt3HTzz+9APWavbH98Rl4/D7d6SsiBts2yZ4yiLhsBVxr6A8evIsKaDNiN9pYq3oVEQSaSfszlK2F0pMlADDcODdh7/kl/QdyllCjJ34Dr5qhsGRMmwvF+7vD2BkYm0HsS464yg19veT7GNLztRN4+c7zDiRLVBsb8lu5ySvCp+bdlbW3N/s0nvxfTvTrX2qJwIcud7ebGTWGGoW10ztqxVtekhy+o0iBJAQHTCvrFHv5H4+TzucNqQiCM31WjG2i8f7QkNb16l1GrLAjFKQdKgb+rCUzOCFtpaqjNpFPSHRCwBuHGWVo5BG35Ruz6qQqwyF+t95Uy4pa/BuoFSJedBKpGOpyfQuRsnKRIlWtbTGuNvDMNJoZGWIaNQ4MR6O+HlP0xZlHMMIaM04DKxXGfBY56AJNTC2TI4RmzOtQMhwGCemw4Gn5cIaFmqMqFrkKus8oVTGccA7R4wFZyVGPkbJydRWo7yhRsnbEIOwY9sSXx+/kLcr3ouYIZdECZGoV7YYebh7wPqR8+XM/bsHQs2sZQOtqBhCkYHdfHzg69Nnxmnky9cn3k0z7/7qr1ienimpkkPg7nDg+fEL53ri3V/sWa8r42HEWM91e5EEtJ5vMpVKMolhd6QqjZ29YEJRmBvCsjbZE1uD9TOYREoZrRzT7o73v/+DpIGfnnFWnCVrimA0Tg8Y32TwNY8oa1i3Fe8NyiK4GHmLEFOkWHB2oKKYxwlKIFORVBDRa3/rr3w9BV81t6/31pu6tP+qvgnk661gu1JISXskRV16cSq81gQlffKf+/g3r7W3HEFZvgtuUSlHqbInbMh0UtUsxGwl8iRjxIngnMf5SRzzbpCcy5yI64W0Xmg5YbXYzJQxfVorO9HaKiEK5vD29DFa0Bhh3UgxMA8jii4bvInUm6D+w7YS1gvxKm6RVBqpQCiNXDUFQ6mSdtaawnjRqpZWCTmSaJhhYtrdMc4HiUpXAofDOOHoVmn8lfMoP6G8XEVVTz0L60KlMe52VK1ZcqZox2VLxBRRGIxzzHf31AbXRaLZK2D9CBhSEmF5yjIQa6oS00pICyFHlhhRSh6izlohydFIMbEsV8L1ys8//MDd3R3745FYI7t5QitDKIXLKqS6r1+f8W7A+oGn8xnnDMvphesaefiLv8TtdlwuV7wfmKaZkiPnr1/503d/S06JYX/H/u5OwqJCJF3OtJLxw0B8jV0UW1tTlqosqck+OoeFvC7kIqFPxhpKDjTVmPb3fPrjf6IYR0gFP0z4eUK8vxXrjIQUp0gq4qEspbLEjZgjWwo0RD5KbZxfVmgOhRVigkxKkL1O5V8jILx9iFyPf55CVnshN7m23g4XVJfINPVqGTMdryJT2/Zvamv/zeLcwkaMSTx9ypJiRWsvvaIxIqnqUopaEyluMuHqu0KjDN7tsP6AHfZo02VmtVKjKGGctZ2OfSNjC6EgpdgzNuS6Uauc2tpYcow0IiGtkvFREzmFvrOSSXCtmXVZOzNXoayXQCYzocyNDufJ2oAb0E5OqpILYYvkmKX39KNck62RW4PR4ETyti5RCHvGofpucyuh//2FbVtZlwvTPLDlyteXC1ttYMX4HWoma7C7PakqMTvnSNGa8eGB+cMHpt0eYz3Oy+0hhI3z5cQWFra8kWm4cZbdc8mYViRmr6T+1Ibl5cz3338vb7ba+B//3/+LwRBS6SJxyLHww0+fORw/sL//wHK+sp3PPD0987d/+if0tGfNhSUW9g8PGKtYr4+s52e++/vv2Gpjfvcef3/P3acHBq9QOVBbxnvPtizdoK9QyrJGCX9vCq7LC8vlJGowqoQNW8it0fRA0QOH938B2nE+X3FuZBgnWYkhB8IwDm+UeeT9dzPG207r8H7AD5otriLV00piMWoVyJx+S6D7l9mct9iFt4+b0fpb7M1NbKNNh3n13bnuv1cZ+f1aiZ77X8ti+XcVp9OKtF16VoglU4k1sT/cY+xIVppUkqAyapOrZ+uG23FEOYnw9lZYqlVlecwYi/Ej1numaZKJbk7oktBVls6lwTgfacZQixiXq9ZUZTEWJutwViagDbGOmVYoIaJKwhlLs4oYM5tWrLlIE14VqWRSVTI57ct0ZRwosZ2VnGmpMNgBax1bSGxBcJ7WOYbpQDMO7STS7nbSl5JZl8ByPuO0ZZxmYs5cnp9Yz2fqFmBLuOkoJ6PSlFSwTRFrJFHYcqP6mWJH0APYUWIw0OSqUFp0w8sW2NaFmlaM1ng7SmyiNYzjRFxXaghobRh3M6fTVx6fvqC05ncff8/f/Y+/lSzL0ng5n9EGrs9f+b/+z/+b+w+fmN6PyMTfAAAgAElEQVS9J+fI9fMPPP/pH/jx+7/l/jBzWc4YZ7l7eAA0eV2Ip2cIhVMoNDezKYPe7yjOELeVlgJKw7pcu+NEdprFDah5liSBLHhQa0ZqVdQktyqsZ9odePf7P/Lhr/8Xxv0dl9MiWwFELxua8JJArGpOG3SDELs3dhqw00Si4IzGKhE0SI9oJcH8td9UvyqYb3/9anu7CRb+eaG+/qILobTI+XCu70ArN4CYVhZqxf1Ws7XunrnWvZc5Z7x3fdCgaS31b4ilFNnrjdowTRMAOQaWtDKMcwdMC+5EjNUimQsh8Jql0Z84uUqWpDWOnBs5V7z1WCdxAkZbnB2wdmRbrpjZEZYNawvztKeo2sUFCqUruiMztm1D6cpWEi1mjvf3r2bl3f4o16qwUnKX62mDHWdC6vzApiX6wTcRHFQROmsjiE5rLRZL1ZaqwXiPD4FwvbCVhjUDdr4TVq/15CQri+//9D2taJoaKM1zd/eebYuQMjkLLPlyeaHmjeXlxHx/RwyB5fLC/TAwjo4Uc7dSOdCNUjcs5VVMb3IhX17wfuD3v/vEljLr5cJ1OPG0nTmMA3G98vM//chffHiHbor95Pn6409M+yOnX37g490RlSOXlyuH4wHjHOPkMFqRlhU9DTKDwAkZH7HffXl8xA5ezN9mRZmBrVaUchzvHzDlPS9JEKpriF1cU/Aq4MeJyoBKCT0d+fhXM5//9PekLA9jpcAO0nKYnnxHk1WV05bLcmU6CO1gmBXkKLevrhoyZkLXVdIG9Fuf+e0J+uuPLlT45vNvxaz6cKjT5NXtz4GEFuSNkjhNcUtoISX8luIsHcZcyaQSZf/nRvmLS+wBqo2YF0BLz5YTij3TOPGyPLJsZ0Ai7OlZnVVJqOtNkd+qkBNySjglfVihkJr0D4O3qMEzjjuW65WaK34cKWET76ZWTDtPrAlv9/jpnrBcyGFhtJ797oGa4XpZaWqTVG1rqKkQkwjp8Z7D8UEGME0eIspo3DxANeTYae65oFRA9Sm0aG8bu8ORLQs/qGWxjHk/c1UL2VrcMLHGyDxGUtHUmFi3SCFRN4/fHWlKMwxH8rrysp1IS2A3THg/4bzidH7h+fmEovDh0yeWZePl8ZE6z5IC1gcaNRbxk9ZbwFJiULL6iWHjGbi/31GS5m70LMXx9efP/Ne/+RtO5698+fHv+ePv/0DKhU/vPlKazBhSWHHWcfrymbhd0Urh/ShXuZqpURNi5Lou/O7TR0yPGjBdbbWVSlYa2pnd7gDA6eXKfrfD3W2oWLuABWLesEbmAXacGZUlpcjXz1/le316QikkxqPbEotSOC90iC0ltB4ZvUY7WZcoPwg2xXTptHVyNa6Q4oKTd728J/9FUbbXf73OaPsot71+svXBUe9bb3ZDLTvxlH3X5EaUEpueuIx+Q3HWIj9c1RrX61VECVoCYGvpaiDvUHUAKs7ILq7lQksFZxzOeEARYuwYD7l6vH1Z8oQaBom8M7eni4WcSj+Fa0+Qulm4oKmGdop8DWAdwziiUSLAHmYasMQo+S7DjmorZphIOYETrWwpibv7O9YYKMDpcqJRMMOAjFWExjDvZ875TNhCd1MY7ncHkoL1GrtZWzONEw1ILRI2wbfcffiAfjmTm+J0XqjbgnITOSa0d3g/YrwIKvbDJL7YWsjnC+evX1gU7KZJrtsp0LLQ0sOyMBhDDStbDIyTlyd6LHgtadPxesVZw+QMdprQWotn1ln8bmZbC7ol9qOn7EYeP//E//bf/zu//PgTpm2Mh5lWJ8Ky8vD+HeSIsJ0qeb3gd3sO9wdeXhbIq7Q3YcO1ynpZOOwPGGcYtCaEyH72VKNZYuBlueDdiKZCEZNAjiveSK7rOA3E8xmXorRQKMb5SL0PLF8/E0tFW4l+bDlhpokQMpjGtJ85HAzbmuVaO3jm+Y4tQhkaWSuablincRZU87QaemG9gby+3Vn++aGq4jUrQ70V8O1AVBqhIyjpOw0WrQq0hLOe9bcmW8ecGacZ1fr6w4iLOzdIOVC1klwMP/cFbo/5owfJaDkxjLEStZ6CqIm6/UnTSQVKkbKE7ai+08xZVEalNpw3HfokdPfUAS61Fvw4ScNthEI/Tjv0sCOlhPGOhqEoqNqQkdceU0IpWNYLGM27j58Qx8aF5XqRTJFhwLiBW7aSUpV1eaHmhnUDtRX8NJLihip9HZMlcKnGQoiBmBN37x8oaM5h5RpWYqu82+3J2WJ3O1qNbCHQUuH+3QeokZfnhe35TN0WCoXHn//E6Ebu7g8Sy0ejbhtNa2pILCFQJo91hrQssswylsu6cn5+ZL47Mu+P7A9HxsmTq2TCDIOhlsTkPfbuSM6Z0Tr+8Bd/SdhecIO0FrQiMQsKrpcL55cTwzRxvbzg/vCX7Heeyy8/Mx6OtJQY3EDZAo+psj8eSCnRSiVeF/w0Ms97hrGxLQsvLyfi6jjujizrhmqG3X5PJGHGmRACu6lhvae0QgLmuyM5rtSaMbqxrQsozTDtCDmzxsRoHbZPikWUo/GTuHTGUZFLkMBkssDBjO6jeN7QI/1m+BbV+e1Vtns+lXqrxP6z6f8BrSUi4xZnqXq1am0FPaOapCf8luJ0bgYt1i7nHMZZalNigtaFVALKd6W9ctRaCLVQC2BTl1VpjLqFE8HgJ8Z5R9z6/tFZcpN9Z1OKwQ0Y69DGEU0ihkjOhVojxihSSOznGe01z9croLl7uKOVRi2iBJl2ttuTAC+i7Fx7FEFJ6JLRfYKXcuF6XRickziEFBnHUegLSncRgbhQdKvUkrC6yutRnqZg21ZojaIb2ntiTJLVWcGcroRaWdYVYzU5ZayuqMmzXs7EZaGUxNenE4TA+3cfuJ7P/Pj9PzKMhvv371muC8+nJwbbGAbpyfN6RmlLK6LeWuMqX1+9kV5FbFEuJ+J6pd6vlHBlPhwY5j05rGg/CHISzTTuocF2XTgejnh3J2iUHJlGx3o5s5XKcr7ILOHlGW89333+zP3793g/s4RA9Y71ckXZkXMIoP5IDAFVK7vdjp9//sz9p09M846htybnr8/YThg/n18Y/MC037GURihXWtjw84H9/QN5W3j+5Sf0tOP6/Mj7hzvWdSXHiBtG/DiRSsWkjOrKs5fLlWb3qLERaubO7TBOQw1QM1rJoCjmW48o19LWs1lVa3R0H7+eA8lZW1oHn/dTVAo39527RjUDNb0Weekrn9qxLb+pOOfdJCuBHIVLamdKousbRRfrvBenexIbl3UWOwyAEpe9Ka8MV2XEyaGnSZKjtg1Jt9Jo19H7SlwntVamcRJN5bZgFIR1ZVkujM4wqgPeTaSWcdMOVRrLeYWiMbUxWktWmm0L+HEmbwu69iIvknA1+AGsI8SVGDdBdSgtr602csmMg38djw+D53jcM4wiQm8pY5q8/tPLiVYL+/sHtG7UljoypRBSJMfKfn+g1cwvP/9EWK+E0zO6FdbLBVrk608bX3/6TgpsXTmfGy1HfvdXf+Rvz89sl5PkfpbKYB1bTugmLJ8KoDXNyL7XaIXVEvCzbhvtl19YXk68TCPjvGPa3+HHCXs4oJ2SvtY4ht0gTKQCa36h1kArIqNcNpErKiy7+a6Drgtf//QD3lumh3f4w53IM0GM2uvC4AYev3zGoBn8yPPpTLOO3TRireOSE5f1yvH+ni1kHk8n5lYZppFRa5YUMVTOMeLv3vNgRr7803dodeIaMsqPr2ldtRR2844UAruHD7hpBD9wDVeMG6naEVNicpqcAzlfJT2jCZxcTNFvxD2BaOjXoOgbpU/dKH2vq5u3a7C0/7d0bDlNtTFCo+zmkJR6Kt6/6G3/ncVprSWsgcE6mrGMXrOuK9ZPor5PjRozzkOromqpSlNQcsK2RisyTHJOkIyj9UwIdSy5RsnhVdUj+x9RMpZS8N4xeMu6yoJpWy6UFLheXxjGATfOlO0iZPoaKBSqhZgb4DAMkK6czye0ceAnfGnEfGHaj+LjNJZtXSXGXBt2w4TSmpRlort7+IQZ9uhcMS4IBX4YqU1WR9dto5bANGp+eTwRW2PeCQlgXQPNOXaHI0/PZy7nK9M0UUJmOZ1YzyficsWWLPzYQbrwlCJOGZxSrOevfPnHyP3keX4+4VAYJSsiRcEivbtxlqaEimCNfQV5D14m29C4Lhv1ekK1r8zzI8f79+xjZrULYZ6x2nBod7K2WgNhW8k5Y40Y4gc30myjeXmdoxsIpzOHhyNPp888fv8PHI534Cxbq9hhh3EGPU5s+cqXL5lhdyQZy1N7hLs7hnEi18r1Ks6VXCM1bKhLIOWZ3XTAGkdYN5FV9qCqT3/9R34IJ9bTCw+HI2G54M3QLWo73LSXyXFquGHGporNG8YoTOzp0mmTGPrY6XkKeMViKjkxS8fsvDpP9Bu6pLeihjcL2Vvx3gZGstnIplDDG/zLWkfYyqsT5j9cnKUUUorksvbT0RC2gDIW5x0pNsIWKTWRa8FZRW0G/frHakqp5G1jmiZsD97JKfWkZU+i0JpFNwu195haS8BpiCJJU4rrZRVmTBO518v1yjjMYAzXEERe2OWAVStyJ42kGknXlfv7jyhridZjxh3OH3BuFP1sEEykG+XrGqaJ6/VCThlVEtMwoMtI29zrXEAZBU1OqpwlPHhwE8aPGGPZtkDKkR9++J7/8t/+V97//j3nX77y+POP1LyxXk5s5xO6JlKT6L66lde9Wioi4rYanpdV9CtFzALVGiHsK4Eql1JQxuKdfM6oDqFW4jApWW4EfjhwXRfKtrCcV8r1J/Ia2b3/yPPlzDTNhHXDDwOmVVIfVihlushEMYyDsFeVIsXIsJvZYuRw/x69XLmuF1irKIEqnH/5jBpGYkhkN7LGDQaPT3tMaex3O1qTRX2ridFpri9ndA4YpQnWMg97aI2YhRZYS0EPnuPdO9omcsBt2zgcDtRWeX76zP/0n/6G0/lCTIlcG26QCAqoaNMoNVBbhBa/Gfa0Lm4Xe+Cbb/O227z1lv098M3+81cfClER3VLHEO157fieW0+rtPzzm4pT1UIrGVUrKSXp6ZAFru7xdCmtaDtK7EIXA9SYGfwowoTcZVUhMDRNrQY1GFpLOOexfiKnQikRbz25KVBWWJ+IZNAPnm2FHCTubXQDOSeCCkz7nUCycDQ2UokMSlYlyTTGwaHWBDmJkVobsAO109SXEFBayUNAQyqJUc8Y56ilYpWi5SKqJ5pArJBovYYm5UZTormtLhHWhB5mzpcNp+Xq8//87/8Hdw/37MaJ89NX0nYlLCdcJ9tjhPqXqT05u6B7zKFq5vX9oLRA1pqSBxRGMwwDVgm1XVnNOMxCDG0GN4yUmigmY5ynNSVX/BAgiaPFTBMYzcPxiFZGCrP/bFtXbpVacc6+RiC2UtHaMIwjDA1VJ3njGc3ueOD6cmJbLphRYXKi1sqyLCgfUUX2k61WPtw/oGg4P3A9n5hOmnef3kMr5MuKrpXZDTijWLrofx4Hfnl8xLNH+95flgrOs5WMRhND4MvjI7//4x/54Z/+hGow7B5ItRFyJrWMYhOV0De62NcSvandXwtN/+ra+u2HCBPqa/HepAii0RXAgFbSYlRjaKW9ojz/jRXnv6M4EcREagNGC5jIWREm5JwFUUnresIucC8dK4ECJWICpcS9U2ompw2MFuHxLcjVaGqW+AM3TqSUcc5LMFDsTbtWr6+nlQa18vT8C7/7wx+Y9ntqBj9XKomWhWeUWw8gSoUYNzCOWhRu3pOBLSWaNrh5wltHigGjhFFjjcEf79BezMhaN2rNxLCiuhevAcu6ME+jBO4Yw+X5wtAZr88vT/jB8fLlJ55++kcJdHKa8+kF24QLXFG01JOcGx2iLNPAUjLaynLddrJfU03ohoLIkWW8lYgHEFCyRJuLc0VpSVAW+r0il8Y4DLRBdMp+GJgPR3b7I857lFKSElcK825mXVdx7KOwRkwJu/2BEKPMHJzHIhwpZRXny4X9/T2NynVZyfUFP81oKtflDDFht5H5cGRdL7jBsT/MpO2Fy+mZUgt3xyPjfk/MEFNlnj0uF1KM2KYYnCd28coWVuZ5Yj4c0dbinWN9fuT5/MJ9Bbc7CuBZi/wym0xuEad+fWLdhkDfDl9pHfnaupTuXzkxpcj02+dua5gKrcqAqDZeecu3P/sm8LkhTv7DxRk7tlKYKDcrTH1lh7YmJ8l+d8A7R0UJ7xWx6ShF1zRaWhGYr1IC4RKtYRNTdQ60JuE8MjyqOGc4HvZ8zZES2+tUEaVEFhcigzZcLiu7o6Yp8NMOhVyjlW5446m2oobCdVkxA4zjjv3+yFozSwrknBkGoRoQ46t9yFrLMO4Z5llCVhE7kolyksVa0cNA06IaGkcvTzOt+O7v/g7rLV+fnxhU4/zyiOvDIXRGK0MpPei3NYSkLwBrchE1lVUY58ipgpFgH4USUrvpke5NItO10bSM3G6ykPpKh5LNhx3WGay25ChXfmMVw/6dpGNpjemhvPQ3mtaaGCKxRJmCA8ZJhMNyvQp5QeuurrLij7WANZjBErbIdDyypcz15URrQvIJ68aSTig7souZ5jylNayRlPCWA+TIL59/Zt4duH/4KNSIJLvk2Xt5P1nLGjcU4Lwn5cxuL+uzLXa9srOc1kjTXtws2oI2OGsoLcnkvEglvkbEc1ub9dpEvue93Prn/xXXyq9UsK9pndxYuAqwTlqBnOs3V2V+e3FuOUk+ZxXHdu2SuFo6UcxaQoigDMaOkjwcCyVmcWsYyeP0xpOL7Dl16ztQYzB2YF02ckgMgwdrJE0ZRckJBlnOKy94/nF3wA8jatzJdzCtxHRFq4pSli0GnLaoVtleXrCjJ1kLyrJenlAxMrgZZbxAoOOGNZrBjRjEn+qHEWMHhNAnPwjTpN+jKqwfGKaJHDOHnefjx99TSuZ8eeF5WQkpcrq8ULPkp1yXhbhdkUt/YRg9xkElk0vpN4tGa1I4jUIrQtWzyuGs4DxahZA36fVCBiukuVaaCLrniWVZ2MKFYXyHwZFCkJ8hMM6NpitLi+gA1QQO814yYHqorvTOgjwtWaaKtRa80+Qc2e1maimkGPrptTBPExkZjrXasG5EoUlrQFvHVgLhFFDGsC0b5zWi/cxlufLlyy/U//yfORyPuNoYVMPfSUjUl88/0Wrj3YdP1CSp3LEVPI5xv2dNBYpnnmZAOMiqNtK2CWy8aQY7oLzmy5cvHM0dxnpKy+IKaZWq9C004LXIbkOhNyKCxE+q3kd+e/+9FbR6XYQKEoeewH170CtVZajUBEInv7+ziPiNfk6jxKJkHK84EmHVysu21jDP05uavzZSzqSUZI/oPKVA1HKt0Na8XhtuzbbWWkKRtOhtrbUUVahF4g6MNQjlUqGdoC2sH8Tx3gyj0aSw4OcjKLGweSt/SY7S77QGwzBw3jau64U7JHBIa8VgPd578hZwzrHf7XFeouYUhpbEbN6K7C2VtmjlcEpzfblgzYgdZrT1/MN3f+Lp6y8oCnldUDlhamLUqkfUyQNOXrvYiwTZ0rgF98pQohCTDBG80XJxQbJJS20kGrSCSkIVv7aFojRZ06fjmWEU8YdWipgS18vaA5Qm1mUlrYvE0TsRaWgkvs86R0qZmsQ8UHJmrcLgWbdNUCFho3FF1cbqLHreybKd1mMP5Yp+ulz48vSVGiPaOi4hsuWMnzcOdw94Zbk8PzLaTkCf5Fr98PAglquW2NYTpa7MfmY8HAkli9hkv6OqBm4QbpTxuNlzXQLeSRZKTJlpHNnt94JhtR6QFLvcxPEEYudqQO0+Y6EeVL6N9qNHz8uD9F8OcX51+r4Wr/SepcgVt0lk3esJbMw3Ur//aHFa59BG7GA6S7KXc44YAs5KzJt1DmOFH2oQeK+1wntRreKMoUVJg3bWo1qm5sS2XTFOkB9+v+sBNkLANkVRYmKYDLkpnBtJKeMHccp4DFtOQgIAYkl4VagUruuZu3HCTyPbthDSRqhRIux6tEChoBvkksBPokTqfea427M/PLBsG62IQVwpZCqaMw3BYsSS5AfcIuuWuaaNL0+PmNa4vDyxdwZKwhmxiOXejYzGU3Olqfa6oqg1QqsCHZNgEXk4oqktk2PqHFRNM4qSgdrE2WIcsVbC9UX0otph10VWXX1X3FrjuD/w9fREyRGroMbA1gBtCSagvaaVkWnwGK1J4YqgmTVLWJjfPYjhOhUBXCtk3XS+MBQjjGFVaDVTSuHl5YWffvyF77//EUoRB4xqVNXwUcDUk7O4HHBkSsxEoMXK5XQWPpNSmBKpW+Lz41f+0vzPjB8+kFIllA0zecbjPcvjL9y9/8CyXnn38T3by1m0tnElGM04zoS0ihBANUniViKL0SjedADt7cS85bG8Dovk8zdurXABbqIE8RyLSu4WLSknpgycOqZTN1qW1sH0TBdvfqNCaBzHvqitbGuH6GrdPZi1F7AXJ0m5Ec8tNYtIvJqGMl7E2K1inEI3i1JyEleV8c7iOnum1iJX3+4izyWxm3cyzIF+Qgu/p1bpH2sJ1BCJ68agDbGL6Us3YNck15jUGto7mtUCDasNVYoshmtGt4I2HjXMzA8f0Zcr2/WFkqMMgKxDeQtNs+bAsm5Cfi+F0+nEP/7D37Ndnyk58P54RyuR3TxSiybGKBPVjlTRTi5Sg3XyhGaQB6ES87GgLhRWuz4I0m+dTncI1So7uGYEhF1S6brewGokwwSlWM4X6aMq7MeZLS5Q5UZxPS8obShZgqX8MbMODm0NrUTCFhn8iKFxffyC69kk1s200aFplHVlTUmGRqaBbt190ijhSlpX4i22UCuwmjEXvPWs40Q+rKT1ivMjL5dnxslzfPfA48uZT+8/QWuYCrtxooRIXjfJaXnZXh+czjmW65Vpnig1Mz48CJe2CjeYHoBcawPbaLKJ79tM/c3Vsu8vuc0C2tst9vUH8DaNfXOtvJ2atMKNAKiQAr7FMOT2TZ4KtwSe32oZcxZKxN7At63JaqFrXkutpNpwrQm4+fbylSKlgG2WYgQZ0prklOhu6zH9qVS6T9N7LwONHkBrnSbEhB9ndBMOactFIgatwQwTzmi2Esgxs17OlNLwbkB7S02VlptMy3JhGEYymmE8UouH2vWeW6KVjPUWN82EClEZzDSjt4CyjkJGazB14HLdoFWWZSVsgcvlhVYixCsmLgyDocSrGLOtwmgJbMopSV5nuyEupGJcX1YbhHGkneBdjLJo7frC2nZQlEI38EqGQNpYiWO4PeVvF+Pa8H0t0pDrfVoDmsZg5P81rsHgqFURloopDR3kul8nsVx5YzBaM1hPiQGSFJVxFu+8oFMQA7HxVorPGVLJjM5h/tt/ZTdNfP7yhfP1zPP1zBYCpSqcXZiGC5f9Cx8//Z7DfiZEy+XyjHaaaRBz+TBPqFJEqWU0uokscfSW0y/PqFqxgyelwN4eoFlsDzlOpQrtQMc+Q3AoW2lZbkKi7771fg36RPsmB5Jwon+243z9eLuS9llab9e+Fc6/rVZotyKVwtTGgq40fiPx3Q4DtURSzK8nJXSwlxNxurKGXEvffd1i47swvcngqLYOgv6GekCDYRiJIbBeVw6HHYPXLCGybRvTbsY6SyqV0pTE/5VMbg07zRASKQVqFzvWLOSBVhpqMNSUoSmMdaxRRBSDGxlHQabIvGno4TTpFX2pmuxuvR8x89xjIi6EVSh8pTXW84Xz07OwfVrlslzY7SaalyVzzGLMVlWezsZqjJ0oJeOMl4ddf6Dd8mRqq6/6zZwy2nYDsJJi030YISsqWa946/F9aGacpFYPxkkP1uFqslOv8lqsEdauhqkPR5wbybESrguur3qaBT1oypYpse+KvbCVlNb4ccROo4RT3Xpl1R/mRhOj4Erfv29UDcf7A6fLmR8+f+bnXx6JBZYtcFmu7MMmJ2tT3N2/YxwHSspCz1ONYRqxQG6aQGfDFklK0Q2cs1zWnq3SGsYNgMEbJ2DrXjm5FQxWhmutQS0oVV5POBG5d3FA66fqN/XYmpKrKrd1SeOGK5HsHfNarK+J0cJ7R2HeHsj9QynBlnj3G6+1ut+3U8ryVKzyeDB2oDVJ25qtZGaGVSLMhdYO3nn5oqo04Nba1+IsVagBJUtYbClZelStGeYdSwySxaGNoPV7XklTAm3SzrF//8Dy+EhL8iVoa1F99yWmbcPlciaERUJ0cJh+DXHekXIW3KU1qCpYfl3A1EzLEXfYk6PBKgXFstZK6V9/SpG4XkkpYqzGGoXbT9Qgf74OUU5B+UkKl7cJvdA50SJDQzn7Sl8zrRL71bSBkORM7jNeEV/rBsY5iY1Tt+uYOB5kolsoWt4SygxY78TWh0JTsd5jhomGxjQFpiuHJoUZHLoadEtoVSlNik01SYUeh0FuLM6glMdMM2rwOGVEudQStT+cG+IyKgqGceTjp9/x8PEjfiec2ueXK1qJ9zPEQG6V87pihpHD4R5TMsfdRAiJnBN2mFAY9DCSkPzQGDKgiFFUZGHbuF4u7B58vzFAKivG9u91l9p13iqKKsFISg6K1ylOoxfbr/M439wmAgX41cqlfXvCvg10Jcyox93ryi1y0ForcAHeivU/Xpy9MMMW0d5TUyGVgh8NDkVxnlpkDZBTkAbZe3KrQo+7AX5zoTrJptDKincvJ3SJOGMEP0LrpATL3f4oYGqj8W4klURRjbC8oDO00jjs74nnK2k9Axo/zpRaidsiAnptRDQQV2IpODsyaEtYF969+0SuXryGg6fkhsniejG1ULdNKHGtEtaux7Qe2xS1LnLiqYoz4K2gU5TS4CXwSVtPjZssn1MXgYNQJLSSSWtXGNnJ9ZRuDSl1sryYzKml/yAl0Eko6wWqwhTZNbYiwwdtBMtYkcwXq5vwCPvEkSZXNt2DjEHIdE3VDkZr4jNEkVuGCkVZmtMSV+c8bueUw1EAACAASURBVN5hvBXAm5Ydp/autxyiVa01UUrsD8neN8+TrMOsFQneTz/RQQFcX85slzP3hzvCuhDCxrzbERvM+yMlZ7H46cJgJop7A2cJzXFlGAbGeUdTsjZTSnWX0ZWmNc46TK14I1iZ2Aq3WEeZ/0hos5FK/DNG61t1//pE1Vqu9jemrcwQZCUjt00hgBRqjzyUB2mFnj/6G4sz54YxsvNrVRAlMQRakUW60wpqFvtXd3FoQDtDqQXvJ1mJ1G+aZH1LIkvi0B8HJn2Qk9VZiR9H8i1qLRgNDU+jMbmRsC1iIt7tsdahtZNUJ+tx40wImzwEdDdtG0tLiRQTTkfOIfDw8I7Dw0eRnGnLODpykMECNPL6QttGjHKsKePVIFK965mhRIrTmLs9Ocd+ot0wng2rG1YrQooUbWhGJICSyqRINy2sgsENSMCNF+7StKPW1lcWCd2HQwrQWlQ/IIWglEEVca3kVkA1nGoY1SQgKTey1jgzvcrKJNNGvSJcbmP92iQynQZFJUpHhkjKmsZ5L7mTyoD2GC3IGt2Eodu6kqbQusRPo5CMEO80VUm0x27e8+HD74hNcV5kFWPQPH75wuAn3n34yPLyzGAs2g/EFpimiVSzAMFrxmspzMF5kvMY1YgpYK1nnidsvz5KfKCEKrlhoNRGbpVGprb8es389dX114X3hiq5VZBc3/95//mtqOA2UJKSlj+wKckEarpSjBKer0YCgcuf1/D9m8WZus3L+4GWJbLNWSvj/ZIkRJWRWoV4V0pmi5X9eABlqWist7R0a5ALpd6e8IVcEg2Fn0ZKLpQioTZF9XSzEEjG0MyAojENE2XNpGWhhBVvLYuyTNOMd7fsy5XJCeZSWU/DimG4VtKykfPKTz9+z3/59Dv0uMdk9Yr4AMX/z9mb9kaSJel6z9ndPSLIXKqru3qZeyXdgb5I0P//IwIECJDmaqZvdVdmVpIMX86uD3YiyOzprsFUAFlZySSZwQg3P2avvYu2lpoPjnXFnx4xzrGtG05BPyI9HXjdmc8zpVrSsVNTxWqZtZxpWG9gnokxYacgOtgGNWZUyaQYQckdtvVOCLIaWrzQz7SCWmSGMV32tErr4Xp/QxslhTqXgqGhqsJUxIxNG7qS19cxvUbWt4pXFePtfe7SWmYwo0VsrLWj0NBG8lUaA+W+UfSKoOpNdXo8qNUOSV0T97zWpIWsQmY3zo1irhhteHx8pAHh6QWlOt55Uiw8f33Ch4l5WUhxp9MpSaFa4/L+g0RcOIdXljJ4w9rPnC4XUjoEmOsNA+wpYq2RVlghmSSzY9tWUo7SSHBbg/QBqMENC7qtTm4ihHubKl/ITZQy9iejECVg6W3haq3Fi1kLR1qbKoSW1lEWbBPLnl9VnHtccdYxzTPlEPeD0vsIlJVou97rsBApkptpDEZ7tHWyJDYGTwB1i1eQ1sl7saKMccOMuLbSRPTqvacoxfXpCXrHn+QFsi5gp0SuEgKLUpxPj2LS6wPr9oICao2Y5gXh1BZrPKWO0KAGebtSXq7M00ki6XMBLenbdlpQSpGOQ5QzxrIdV+K+SQHSgUorTe7STqOquN6bER6M1aLecJ5UkoA21pPWnf36gnOWUjPWOrwfPkStEVOEdtBbJTiHUtIG30A2by2qi57SImltaDFD7rmANhgLbtDqrPbCbtEyM8WaUEXj3Sxo4eAed8WIsZATNXiJW7TWkWqW195KqHGtYhmjBoum10qvIji+zWK9VZQeogEruTKlFFLJGK25LCeMsigjN+ZtiygzMV+ExdNGIjqtk7adPCWUC0IisB7VFTlF7DTRFCwPj9RWh8cy5OPAmNERFdkwS1KBp2RHbwO8UdKO3k++v1Mo/1B5Ih+8g2Hq/qF2/5o7Vqv0HUySyPlKa5ZmKt3+SpuSXDI57py8+KKWVocVpDxp5z2M1uaWoHzjzTor8QgGsUwquY7IP3WfRzpi/qxiwfsgJ6oaATVdLpptW7HeY8MsO9V4EPdN+LitDxS30mnUKqLcWrOYXKOY5zPHvlFbEvv7LjSquF45vf9wD6RtXRzf3bSwl0Jcv7LXzHRaMDqxxadRGBXdq2Bzt7hC70i1wJghUiqoG4GjdLZ9x9vCHneJs0MxTSemaRmRCpXcD3qR59F6QxWJmDAuYJxIw7TVqC4opbd+tO0Kq7VktmhZgLci8YfKDvNiLbOmd7JTK7XgtAAVrQ+ljhJWjDVCoexVPIC9MeI4OKIbnZjuAIMrfFchD/dEpbHByfNoTQJqEcM0N5g4dnF4H1BGZtkwn0kY9IgKvM1xt11izolpXoRpc9t1O4ebAuWIKKwERm2boPeCHBIuCy02uu73KHhrDKUaVMuSpfkt/vp6IN6L7RUUuv1+M5AG8d1Vd/aQQiiAr2CSHt+wtn5nDGltZc+qtYwTv6Y4WxZY+TgOnLcY7TCmgJIWQ2tFjYVSE30MvAJ4NPRoZQTcuK1iFNZ4nBUkt1UxCjNq2Dzc2giEwaGtpaeDfBxMy5lSxZ2tKzHo0nrkYSCneq0ReqFXi3NGYt78NEx9hSihR+ygRAFmnJ85FCJVMxY7BXhR1HSQtizPscmMQm8YJadAu6GZRnyKer5xkBt1F2NpYwyT0sQqMfU5RYm3N4ElnOnaULvGGHl+tYubXbfjwk4HpC6sptqAgsbitMEZLdYx1mCVeDsppKXVxqGUIdeKoeGtQQ/mkTGW0qGUTH0jYtAMx/zB+5RM34aEINlxYcqOlC4yMq1HiC1ChFBagQUX5ALNtdJLRqcMphCcFJ+0h5Jt0pRmcp69NHKKHNFxOp2kmJzkVyon77lCVE/dDORbw7pHcs5M04WYOk0ZpnkeDDYrInvESqfmjBreta31YeV1a0tlEWL4G1LB3zz+1jrzzS6G2z5U/u6GpMtNTytZZrcCWhn5hVj+/Kri7LnQaTTTJNHKmLEOyQLgGMsW8zDolbahdUWKmTDLk41Rsj6sNQJioO6mRjlFWq0Sg6YQy3zVRWSshPfaeqcpITLUVElV+JLxSEyTHZERDWMUWllqV/dd1zwv9NqYTycajfhyUHLC2kkUArXgFPh5EXfAKonNNlhQTVKr9l3eut5EBDCW1XHfmJhk9ivlXhitK5odhsFdVkqeTlQHa2xUFJeHR5ybpQDpOO3QZoirvWd5eGDfI7GJYkf4wYraFL1lvGvgBDUNjFUB4mrYjQan7z5MTUFpBR9E6D4SQKm1IHEQQmIwGHq3oGX1Y7r4IdE6zo6VzC3FfIi8tZGIP8byXVlDVwqUGD63Ds0NYkTJ5NZ4XBZhRpUq65ba6MpwWiZ+Xg8xiDOSnRNTIgTPfL6A9Xf0u+VOzJkleErJHHtkmU7De7hgtJYbPUZ8npoQJUreUDVidKcbJdEdA7WVt/XbU+zvtrL8+1P05pRwU6DcQST1zRfB4EcLn9qim8X8wjblP9Rz3uQvpSac8RJcOmRFzrnxhgtkbJynN1m/tCL7nEwEZFlsjawcyk1vOdK5nAu03iitMc2BWjI1J3QDH8Q5XJKJPToZnDLUUjnWl5FTAXjN+fzI09MTbj6T2vAl0o00FA21JmqOlCpc4BgP2K58/O3viUem5Uo9JPHMOU+LGWqjdvHtaaXRuiRlK60ldHcUbO9FWn0XyFh6TVglgiOtNV2DTwKKvHv/UUKI1hdhAGlHcQWqk9NGD7pZtygrC/A+xLpVRJ/0XDlyxaWMM2ZkySi8NcytMGlwVoyMY05UxMvWWkGIexVer9Fjl9sbKjhJ8m7tXnDeurGS0QNAEU6q0+H+87Ymc1NRkugs2S5ZXAi6IJNYi2kN1TrzNMFA93Mu5FRZTifqaK/RIppoZWddrzymLKZk5RV4zMcmKzJv2F+u5BiZzhfJTEmHgFNF+NqliUFAb5mad5rRw2t3nIJ9ZGXeWvS/OTXfijT+3cdv5AL1Kj0T0K4PIsNYsejhQ6S0cG21UF9vc/J/ujhbL6JD6w1tJNshJ6Hz3YjBsvNXEgra+wANxN5kcgK4GMVALLsgfanISdSHMFsL8njkxLTMOD9RYqa0IsDIEFgbrZjDRNxXdC3s+0ZFE8KJlBJhmTg/vMcvM2gnzvHOotpoVnIRWrIx406ayT9/5fvf/ZHL5ZGeI3nfJTJAW7EEGfrShrTavQlpuTkvqHXOd69dNTJNuq20bFE1iU0oHWs8j2dHVgrvZK2gB5jWasf0QhhIa2kd5RwFh7Ee70WGpI2jWEEFa2eE94B1yAXRJEv1HA+mGHHzGRdmrNJ4bykuE4L8bDlnVLN07+TCqRlbHX2e5L0vVXCDPnZ4arxfWlNuJH2lhQ3VRHjflCLVypEivcv6xDgv7TKGYBSzC6gqe103wq1SvlJr5rQEtqNIRKNWXB4fOVpnf/oZd76glBG656DdlXSIPUyYSTnhRmpA61VAqaxRyovb/3YMNXun1TQy6eRmo98U6t+WyltlyjcH6ShKKUIh6Ahpp43XawgY1M3NT70CeErqSWlDzb9Sz9kGVKy0RjWDwUo2ilZo5ci5jX22KOSlLRD2xRFF5e6ck2PfWHqv9NKI+RCuqrWDyZERoxFFzoVgA36qKJXkTNaGmoSDaJUWJ/iS4d7XN+KxoWxnOi/ynG7BSMiL6Jwj+0nAIjfWCzERY+bl6Svz5cKRV47jCTXohfomV2OYODVFr0kocVqhmh5tTZMZYkTZe2OpTeZpp8TaxWjNHLyEOOWM0Yrz+Tx4yIXSxORrmmbWbSXMJ6bzhe1YeTg/UEsWfyDTKKlijSONdUo3suDvtUmBWE1MFdcPfFN4Y5iUIpguznqq0noh7s+4aOX1zVE8iDaRAOaSWWaRnQl4Jxe9UoP80IV6Vlsj9zJOtIr1E3tKdGV4nBb8fMKHCU2FlFi8kC5kFLEE5wkxEeOONWdZ+eQCOlGc5t2798RcKMeBXU73kCh9myNrxQURutdayDlSUkLid7K4T/jAnlZ6KeKaiABZg9MjvaEa6OoN6/l3c+db9o+0sqgRUnT7lFG99zZXCYzblQRKdaUkNc8IxqLaONR+TXEaa+WUqDLINielJ1Som1VJuUee9SZu5ap3SoykFCVFuEtwi+x9dpGQWY3zljaYFFZBL5USEw6D0w7lx8syfEBloG+YLj+oNUZ+wA41J9a1cX7/gbxvwuwJM8YZasmkXNCnmZ493i9oPDEd9C6sojB7Sk0c646+8Su1FUaTbpSe6AjbR2s92DlSULVIq+sUpLjJaaehO0OvGWOUrBW0xZaKqTLTTecTcT9kJjdCjvfOkp0jvqwslwfQmtYU58sDOWV8UFQrxTnPkyzgfQCtJBPUOk7v3kuAbaqwTFSlKN5LVOFY4BsDL9cVVRvaGOK+sgQP+zHGsM7npyesNTBupCUVId8rkVpZZ1FW0a2BIlGF8xkwN6K+vl+z4tFksM6ghxC5d7nxLstCT1FAmVYpJYFWrC+Z8PgOM+h5djlhnaXWIY7QBqcNqR5SMCWLV08TIkhBMnjEIqTJ6DHg0863M2UHQXrVaNx7v7epr49Xe5rbwPe3pXVvZdVrvb7Oo/Jv38QfHV5FJf/Z4kRpuUB7RZtGrll2I0P5Ler5KN6eahg597GQboW474QwY5xwcRUIib4jbgdZLPX1QAO10qQjQgc3kqwBek1DjCx7NcYezHs/0pxl51lzQzWB2ntLAnqYsdoxlqYNzrVxwTcp8Elc2eJ+kGMiJUk6m4LDBcu+RVISEn1XRuhxxsqNwWZaEcJCqQXXjPA18yFrG2WopLtQHaNYbBBPo/3ALdPgWxacMRAmlNIEH4gvGy1FPnz8jhx3DIaGeDItQdZHuSQme2JaFpS1bNeVjsGEB/FuLRnthMXlnLgYau+5Honff/yeU+r827/9Gz/8/g90P3Mcq+w4Efqg1oYvL8+E4HHOSRpXKUwhcByR0DoGyxQW/OJFGue8WIaUJuoXJWuZmhrBilWHxHgEWq1SUMYQ/ES1jmmRFZ03mpIO9rgzzWdalYTt6XTCOCuEEqPwXpzdax7ZmqoTgiOliPaTsNFqoveCMaKJrXWUlrpZkMijjbLVfLs+uUGyHQF6OrfZ8m2RjpOStzQ/+Z+baKT3hlFCPBCxg/m2Vf7PFKdSRih2zqMMrOtVBMnTeUDGtwNd430Y0LjYVfScyfvG5hzzw/iRG+JAJmgEuRZoimW244eWxXapGecstbSxUtODr1lwSpgqo4tHe0tNslB2Vvxs6Ejy8diBplyZThfZw7VGaZ2YDpS2+GkRlUrK5JgHoCU72zl0So6s6zoExmOhr6BjRtaGoZVKSQeqFYId2sr6ajisekeVhB1WnnsrtJbZry8CiFmJhw/TLMoOrQjOkPedukQul0eh/FURWE/LQrqu0CHGjLUTp/eP+DCTU8W4wHJ5RFnYto1gFL01lLVUrdAOSoXLu3fYT584WuXj737H0+dPeK3BGIlpdJZqA6rJoj94y5//+7/y8cPvaCVSj50QHH658P1vvyelhEKCjrd9vS8MrZLVjzUie2utYVsXDKNVumkYNGjH+fFBuLC1MKTtmGE1cxwJjEWbTquRmgrNSSiv7N/FVqV1QYqdNnJSti62qkqUOZ3XNLJbq6rUeJ/UmyPvtRLu/22KUYw3Tm27f8pwDnpDSLhRi27/yFhZqdtMau4xK//p4tTWkEvHaSi504qsMpbzRXp0ozFhodcMGpy3HEcWIqiWXVrcd3QIklJV2mDz+NEOCipbgpNFedM4HwDIOY6dlgXEcjMdG90Y8ahVhlw73uubGBJlhHBcuxZk11pazqS4gZ+ZT2d5SePBur5weXwkTMK7zEns8o2x7NvKvu7E4BD3tEbtDWsllbimg5ozsRScF1tnN2ZfiUMU8MRrRbOeVkFRaUUkY8FojG7otAu9y3opgPNCUWCtJ11fqOtG3J6oQDhdmB7fM4XAMk/oKoCN0YaUIu9c4PTbR/ZtBe0IyzTIAI348sLl8kCYT3x5emaZFpSxaOv44z/9Fz59/kQtlfn0OMgOQsmbz2eMnfj815/ATXz/xz+Rq8HNC6dlosYN0wvT6czp3UeWXiFXWpUogtab7BxdIFiF0+LCWHKiFsEuOk38pJQG4zmd3+G851if8S3hrKVb2Qu6JtcMiOMGtYk4HbkEei0EH8i1ghEsQPVO7Um2DEO+aIbkUk7C1yI03IbK2y+puj7WQmq0vbpr9J2uoL75vLdFqZQS44D+WrZKjVlVaeFL/8LR+R+cnJr5dIYiRr5tzJT7usnHrcP5mZqg5MY8TRgtd6jeO7WJnaZuosFLUXxLfQhoY6ljH1RKFn+hUghhofdGjDstF5lZxx2q1iIoXcn4cJbWtElBaSuginNWwmbrQW0Rp8WCsqREm2WxbZ1h3zesE++aXjs1J1rJuCmIEmLfaG3ChxltxOXde1krpDXTRnp0jgVNk6DhCm6eCFb2eqpV4YJmMTWuGJzWOG8oJYmHUK/UojGTw3hHTrJDPj1c6DWz54TVmtN8YrmcmU8nTO+0/aCqhAue67pxXK+cLo+oB9kHOj8RzgutJGwtpH1Fo/lwfuB5GzGKbmb5KOba23bFWk+lYLWwpkKYcGFmXTdabRy58b/+7/8Hf/7X/4EPC9PygFaZME8sl0cB9pKYcWkEfHq4XOT7lh2jxFUfumg+awet0cbjXECbiWla8JMn54P1JWOnSaiFSggJ0hJapmkhlywWLoDtjS60Kvw8E49BolCd1svIxBTQSt99Lt8Q3/ugDL4pNm6EjPFHIWVIcd4FA7/AjdVKCUsQdSd7jMKS666LMuVXFee+HwQU7y7vxXrRrtQcaTFyKIPy82hthXOZUsWHSWxFlB4XvwhcVVcCkrSbgdWIBBw/vugcJfOjFDllSjrQ1jKdzjQUtYx2cby0xth7u2wGV7RW8VLtTZHiJvu5cYczA6SodzuVKmLrnGkpsR9XSpcCby4I+jqwONGjurGDlKF+Xk70mgcmbLA4jD8J/awmatzpuQrrRyMXoBIagFYiCHe9yY2kijTr4i98+vSJyVpCCKS0sr8888Pv/4nT6YI7nWgxjrj4zjTPWC9Oe9TOtJzJteGmmXk+U1Mip0xLB/vLV7gosYUpmZf1yvv3H/nj7/+Jnz7/BLrz9PMXiWCwDpRhWhZOlwtWKVoDrOM3v/stP//4I9pb/vDH35JzRdtJRAu5cZ5ndB8pcjS8gZQrLWe684hySg3WkxLucZipVjSjpXdMmDDzIknmejCxWqNqJUDlNKOTiA1EM5zpGorSaGvw00RKGVX7YJMVQPCKGxhzQ2DlZHudEe/RCrzW622VcicD3Qv7W0SX+1eOa/TeJbc7CKVG5Iigzb/y5KylcL1eeffwjrAE0h5ob1X+LUMvlFZRHWrLGOXudxw0NNUopcopmQvWCk0s50yuWczAeqd1cX+rvVFqkTQYJcZbrWTqgMVrEWc5N00ce5I5RwmsPk0ToKXVUZqaCrFkAXSUAFrOy8nqvSMnQRiNgdKyaA1jxDtH955WCyXtgskVTwXSESkpQy24aYIQhD/ZGr0qjJ9E/PvyVexJbMMZ+bnoogJR1qK1rFCsUkzDXyZtK4+PM5O3kHdOlwvHETly4unTT5znBT9NxN44LQtrzrRamZYJTaSVSNoF9a1OM314x/Lb3/NTzvR00IzYfew5Mc2e3hLPT5/wU+Dh/Xua0czTwrpfCW7ChQnnPe/fvYNSeHz3SIq7WIpMA53ed9599zu+bod49xoHWKwLzGeZGVvL8nuvtJLEunK0dspICLHxQcgWqhNrQRkjaHWq95VDG60ggAtB2F5KQZcZPsaMDZOogeZZouhbhVLAitJVI8qZ2w4SbjOkPJ9+r8ABAt2BV8UtKY83rKA3/L1Rn+r1T/eTeFAde5MuUA5UAZD0r1yl9NbQ1hLTNpA+h20LtVWMMzSV0VoNtz0xXk6p3k9EpcTvtVTRc95kQ86JBWJp5f4C7ftB70ooYq0IVW4873W/ihnXQLqsNWI+lhtbXIVGZmaxRMSwpxXTC3S4vqxs+4bxGrN5wgiqLVVAqT1FjK/iyOesmB/nQ4JgSx47N0ObJvl5xo1IhOSwLGdqr9Q03AOdxQbPsUlH0VAoq/FYSk4ohsFzL7iwQM1YRk7psfFU/socPNdDYux/+OMf+PTTE6ZVXn7+zHG8sCwn0dZODkrGaoMKE42MU5X95Wde0jMPD2c+/vF/4uHDb7iWglEdEwIkg3OG5cMH/vqXP/P1L/9Ctx4/XfjNH/6EeQkozfCEbTRjCM7jWuFImc9PX1gsnJ3DaXlPgjL0lHDGDjaNZZpO1LRTa0Tpdqf/1TG/GatknNFiQ5NSG0FWknTuXCCng5TSIOqLAXdvij7mNd0qvWUZN0ahdS1Yye1kvJ3S0kHez0x425Kqm2fQ7TS9uR+8OdnGXvPbTnbEMajb/Pk3xfoG6b23wFqje6d2oUD+quK82f7FlCSpygVqkhNNWcvsPXHd8G6mGxFGt15G8K18g9oKqkZpCVUn10LMYuXfBjTtrINuSKngraa3BLVgjaWXRCpCjfPmtndN407XKcfBcrnILNMqmYppkLZdsk4G0QEUx77RHuU+Wbvh5mRfSsUoi7EiXk5HlD0XinXbySVhJ89kTqRWMN7htCgj/PmBEAI/f/pJQmjDhLKGZhRU0TOW1tDWEOwiTBUcpYsRMreTFLF9cb1Sj53z6UyMEYWE+8YkM3ffC7Z3YZq0LLNQlRPZacs0eXan2V+e+PT//XfODx8Ic2D3DttETYMG1Rp+mnDesr88MfmJp5+/0GrlT//tfyGmLE4MNCZr0a1z8o4UN2zcMaoK20kJWu0mR90Peuk0bQSZ1HLp1pyxY3ATeZoSryc1UuWUpSlLmAypiVqjlszkA32Wm3oqSaRrveO1paqGDp4Sr+LsqDRGO3JqhCVwlIKy0EoWMf5w25BGu983gtLV6lE8gxM7dJliKC3G0DeLHvn8t6uWN/koSt1PZaWEICKzqnyNvaP3bXy+vk20f/fxj7lDCKIunYEIg61z9zwNSsUohQ83RzkhvnsXcNZTi1DAJG5B2D3OOXzw9H4LENVYG+jdiK0JIvfpTdOKeA/FGInDG0hpKaamGl+fPoGWF6KVRreGo1XW65W4r9RSyDHSc5b5zU0YK8tsrQ0uWLoSPxmjFWnA77L/lB++K03tjZwy27qL24IXgzC/nPHLiZgqx5FwTual5fFM7YqSxevIThNKG3Lc0N5gF08thUk7gp+xVkAXsPSuJCpRiQn2vMzUXFiC44cfPmKdHq8RxG2jRokK7MPIu5WCt5bHjx8I54Xr8xf+8i//N3XbaSmyPv9MjRutFOKwYjmHGactOWUeTifS8898/ctfeHy8sCyeY185nQKtSojUu8cLJ+/J+yEzu0Jm7paoeUO1BO2Alshxp9VMKYVch3a0NdHQWgfGg5upJlAwIo8zdjhcGFCW+XTBzLPohyni9aQ6Ds3sPMEHkcgxTvr+Wi4CwhSUyqMd1Xfig3rbfvKmdVU3JlD/BosFvlmvvAWCbkXa/g7y+naWrTfUdsgWx7/4D+vvPzg5zevSFcmd1F3SgUuprHtmmmbCaRJJVK54JwO8Vnkk/kqDXVIGpShKYzrUXLHG4q0gdXUEi7bBS2zKomsXVLcl2bmpYfaFkBjWbeUUZvaWMUhLFHPCjTbDWIPrE7EMPyLr2F6eaUWed8+ZniPangT2VoqqDNYF6I20b5SYRd3RByVuOkHJuCWMU0CzvryQ1xeU83z3wx8Ifubl+avIzUrCe0POim2PzJcLKkq77JTBapHG+YYYjXUhGmgU03KCuophdM8sy4m4y/rJKiPi5VnUIC0KXXB7eUZrxcPpTLYHx/MXVm3wunKNV0reeXh4Ty+J7UnYScF5lnkml8bD+0e26zPr1688PF5I08T16QljNOv6ld/85reYx0zcnqnxSj1OtDnQUiJdUwEQugAAIABJREFUX5icxzov4ucqUR3OBRjGXxhNVRYdBLTTbsaEiTIkZqKmMahZkUvGTaL8qSkNvZUhtcyiHNYa9Dyzrc8cx845TCitSGkTy1Zj6VRQmU4d++nhVQf3pGl9Y0Dfwo16v8+at6/hNnsqUOgBDvVxQg6zLvVtMNFbEsPNzX+cP0KCv5nm/Zri1MZR1oOkMt724YMjfj1HeqHsGeMNxji0d+S9YttQyA+YWGs5BVOMKKOwCiQNRQ1XeJkza8vsccUaxRwWejdCB3MTKidK7cxhEaVLTig0TnsBFKqQ6VuHljLdifyst0qtRUJ4NFhjOfaDFA3ztGCNRaPvrg5KAdZSYqWmSMlFqGfB44N8D+Utymq0D3Qa1jicz/S005Xi5fnKb77/XsTE1dIS5PSCsoFYG/Hrle9/+IHt2JncjO2dpgrNFpzR91RvrdQ4RSy1FdKxC1qZG6kUvPPizJATyzzJzaYUKJnt2EcimKb3hGov6K55mGdSzvSamJym5sJxS/Rm4bScaL3ww/ffEfcDTmeCdhLlnkWssF1XwnLi4w8/cP3yafjZRkny6oqSooAwyIoMG1jOF9l91jJI8OCdI9iJmIUfHZwnV9k7Sg6PG52SwXvPSxYvXKsNNSU2MnP3ciNTFmUre8rDh6mJHK0dOBOhV7oaYud+g2jeTJNKjRnz9v8DbVXf7kH7/T9jX9nfnp7fzpo3sOhG3xs1f/9Gb4v/VxVnb4wI9nFsF9kTpVLE2jLvTMvMMk/srUqicW0SyDNoc9Y68i36r4ihskaJbAgtbWof7nG6U0uhmARds6cDP00s82kwhxRhnkF74vXK6bxg3AQxolHEnEn7Ts6Nw+ySWanEoV5pzXHskrhlrRCsTSGtLyzuvcx+zkAWQkVKEqo6XU5YLyQJ5w12cvQK2s/UERJkwoTJM1objngQ44H3cpp0ZYl7Zr5cmI2npMKXL1/54z//zxwvO7p3XIvEUvFByMSqQyqF2Tr6FMYNthKPTUAzuniyakdroq94uDyQoqgtlhBYr8+SE7KccIgyCCW5NG44QmQgWI3DSASl6kK1iweXx4+oUng8X/jr01fevX9HHGnjXWn8fOK73wrmQBYpl3OGXhqtxRvDUmZKbSXioRR0rSjnB5Cp0MbSaiM4i7aKIxesEs8jbUTgb61I4VRreC1ofIpSdDdOt9biGVVQqC5cbNMj1IQiD05twwrVgDLm31eCwJvq+wcF07soT2QFOtrfsVLpN1DvBhjd59LbjPqK+TLWKb/I3eM/mDmFapWYFsexy75NqUqwIwy0Ko7njXYUTktAO0vWULXChYAyBm28+KVq6DlT14MWMymKXUfTims8hISNxtsJpT0dg9GWIx5jTTILn5WGM0K67r1jpyCQdGtQM8beZElQB+gwDf1gTjv7vtONIvXKXz9/5i+fPrHtmfPpPbpbem4YbelKUVolnE6E84VSO3Fd6bmijAMb8GHBdHFn9/OF84ePtNb4y4//A2OM0OlaZzk/YofVCzRUTFw/f8WB6BK3TSIjcsFqi6oN2zU0hZtPuGmR+dRYWis0GsbZYVZtyKVw7DumQzkOSjoIzo29rhWbyyZ2MW6amS6PKD8jLnkao8FaMbyalpMwu7YrKe7UkvGT4+vTE+fzA9ZY3JibCh1ljURoDOIJShzZZWZT6IpwBZELOdUK2qKNCPNrFZim5gbaoKxFWeEhKwNWdxFJzBNNCcLZEV51752yb7T9gK6xarhSaLAGdEtYKkYJCGNQ9CEEV20wfQYK3NRrUb6NWYBXoy8h/CPhv6pRVaOpPmIVlGTNgnQRrd83irfTU93QXgSQMx3sL5TgLxPfqZSWWdeVZbpQ9g3jJsIyC3zcOtY4Xl6uuOZBmbuRLr2N2ePVYMk6TUmRtim5wLXBGg1GE2Oh9ca794+ooWAx2uN85zh2UbWoJknXzg4EziEE+MDLzz+LkbMxqBDEVWHbhM5X23BrUFwuZ4zRmJGMpo1i26586N8zhYW0brIGOF1YgYwiuBlrArFE2tMLD+/8cJAPFBQZeHz3iCqJdL0Stw2rjEjT/IRunjANyLwVatwpcaUqQzkitIR1Fus9ucmEf+SDyVrOD+/56/av9Fawc6BraXf1yNiY5xm/LOTciXGnpB3rNCFMkpna+pDNISZZWrI7rbW0aaLGQk2SN2Mm0b2eloWYVtZjRZ3PbFcxTtvjKq1ylTj1UhIWYW/l3LDOkQ5ZYenbaqE1jj2iwxC/G0dBoVvFdIU1FuO9xLFXAZh672MkEhJLLeI7jKnUIp5VfhK3i+fnn0EVlNNUA1FMnHC2o3VHbkn1Pie+tpoAhX4LjvpmY/ItmYDXs/VNa/tK/9MDRHr7VTe7ndvjbXt8O337Pz6k5fN+qTRTLCgVaLWjTQdn2Golo8EG6jTTrKLUjZeXL8S4U4uIZWvpkgaVxHUNIzIrpTu5H6SyAoleMz1XwjSRe+NpfaLoRmwJf1lYzmeUt3ckLKfEy8uV7jwsF1JhDOIQJokSpGlyqvhJskJqbQQ3s4QTl8uDuIoby+XhkYcPH9EWPn/6V+L2hA+OWhpGeeZwFhPmMYu2LhrBl+sTVgn4sm4ruRZyaWA0uYrbu/cT2k2YYLDOUnof4UqW1DteObipd2IiPr+grEZdFrI2VDqfv/yEMorTw5l12/F+5vzwHWZ6QAcRlFc01gXO5wt+lsj4mkXa1XoR94c9Su6J0vdF+5YPzBQ4PXykKMfT9UrdD1QRX11hdVXWlycsFZV24vPP5JY54gG1YZucvFpZcqqUXPHTCe1OmGmmWcjloBeh/7UqiKx4OCVKllAl1RvGK0IIeC+Ohal1Um2k0nCjQ8A7UTQp8f/tvYqtalOcLgvaW3GGPFZqehH2V5diqQxjZ8TFoyt1NzO/FaRSwv5ifB1dfK10B9Pl95tRt1YKizgdiqO+fIzeabJFGwZqgwM3MnJuq5je5F/+BU/pXy7OI6bhuC2yp646MSa00SgfwM5Ubcmtk66Rsm2YnNBFaHRaKaYwYY1Q86wLNC1SqlwKxyFudKiKMUoYQq1yHLcIhYY7v2N5+Eg3FuMM1+uVXArbupFSEi3isUmLk2UfKmnafphNa0ouxBjxPkhqlrZ4N3E5v2OZL2itua7P/PXTX3h5eR72GYlSRGHTaqPc/G4A2+DrT39B90baVzEHNo5cNceROV3e4cKCm08068ldvGrFpkXMqXJKGO3obbwJXbG9rJRW+ad//m+E8yM1Z/6f/+v/xGlpkX/660/01mTuu929W+M4NnKJLOcz53cfhCWTs7CwUhT2TIrQOy/Pz+zbhkFzfXmh1sYf//RfcNPCGhM5yXtdh3FXrxVKhlJJ1xXdFb3WodwRlpNSImaotWOsx0wzfj7jppmuO7UVtNKEMOPdBIO+aK1Fa1Eh1aboRnN+OImr43is28a+R3GsU+MGWRO6F7789UdsL2hr2Q+xGrUWUDcu7euag9FWvvJlX/Watzb2Nf5PTlatFGpEx2slMq9vH6/nXm+d1CpVjXXcN7PrreD7XQaJuhnZ/criXNcrvVeMFtMtPWw7rtv1/oO2VsUGX4YNNOOu0BtdM9zuHNp5tPP4sIi2cNxN4rETt42SkqxVjLSsSmto8LJuaOWoHbY9om5wdyuk7TqSt2Ve2/aNY4+UnJmCeNwwfFu11mzbzhYrrasR7CuRB2ldoVS8NdALOW3klilNFPs5JvIRRVViLcs8o7Ti5efPmEEvVL2jrcf5hdwB7ykKwvzAniI05LkaeT6CGotszU5B5FGtEj994cf/91/4wx/+xPnxEaPgxz//G+/ffWQ+P/Lpy1fKUTBKvH5ySmKedWzs25VuNMu7DxgfcN4TloANQt6wwYst6LZhlMGFhS9fPvOyrlw+fMfH739H7YWcZD8JwvCij5OmdvK+8/j+HY1GShKBWEsdFpvQWsG7QFcW7QLaBtCCdGs7TMCAmA5qbSjjBMjpSDKAhmkOOD+E3Kpz3TZyTHht0DTysVL2F3o5+PzTjxgfyAW2mGhjfSqecUN3OZzuFFB7o9Je2T8dJIjh1tuOWVlMXulKTMvq/Ws7ZSDKt7q7OWNIsSmUMbzN9/z7Ba3uN4h/9PjFmXPbrnSyzG9NcTpfmKwlr5u0e2kn7jtGa6ZloQ3fVW00uilaGzYavYtiocvuCeRumXMRuBxJDzN9MCmMwc8LrTWOr0/CCuqZXoTuZLTBLzNWWZz2ZGWIcRPnhflM64V1v2K1AEc6KXIRd/GOBOioQQOMx8axrVwul9EGSUFi5ELKMaLoWGMRMr/HLjPGaJ62SOsVNzxza+2cLieen55ZekM7T1kVl3e/IT1/YdvWwRjp5HSwry90I/tYHQLDqYj16xf+7ThQ3hKCJ+fK+vLM5XJhCjM5ZoyQi6A1YW1Z6KqgnWc6nQjzTNpXoRQii3frPeE03zWv3//+j9INjdej1ILXkhdz01U578kp0q0lWAcMpwHnuamP2rje6tgPMtBLuvg1UUXNIVpLi3WOEhXrEVn8GWMCSjn5Hq3Lau528mlFrZk0kF+UIuWCpUnC2FEwtWInQyoHqksSuTYKpd6mV0vxlXsjeTtBb43tm9Jpfaw71HhPZMNwk1y8JTDc29LR6o6z901hDk+hN+DSN//Wr12lbNsztU2cTpKY/PL0wseHk/jVjLTlnLME9Tixvm+1jtbSobTDaEctkl/Se8d0NSwqxAzsZrKLMpTaiDGi3cTl/Qc5lWvly5e/UlvhcjrL/GEMxk8oHDlXcops+5Vp8ixzoGvY9p3rkZjChHEePGJgHERS9eXLF86XgDIdP2ZVYw0li+2KcV5OV2vFGEwbgvcY7yShGMXy8I6WDkCxvrxQ88Hl4YFpnkUdYxTz5Ux6LnRr2Y8NP+xF43aFvXN6fKQbB7ajtSHvK8GA7pUaxTZUKwnm+fzjnzmdL/hpIsdNBOHLI0YHFBCPRC0NrS3L4zuMMcQo4bWhivPdh4/f8fT5szCKOvz2D//E57/8D1Qp5O3gaIl+rXz3h9+Pa9QILbPUe3snxtWdXjp+Ef1t6xmyiL+18TQlNzrxtm3iT4woW5Q2mGmB2inaoLTB+eGDnMWADAytylihrYVcyWN/itEy46PR04lDa2xLqHYQukxyRYn1ze0hH70jQW+QnW/VJfqmYmrjbB2VK/Iw+bzeXz9/UI4kNey2z+TNbnNEzd/47X9Tmr/4+OU95wg6TRhsBxvOxAYYET/nlFBU8h4JnNDB3H1k/WnBWEMqVXR7XVPJ5JKgCoUrhAXng5yuVWZGA5jWqEloXynvHPtG3jbKuvL4/gPWLcznB+qWKe2gtB3nnZAbtBsNyTHkYQ1vZYVh/CBZY5hOs8R+24AN8lr12ukpgtJof8aoBT0FlBdDLu0dsTV0yuiaMR2UcdQqBPt4fOHr57/yX//5f8POZ6yZcJPl5B2tbvQGVnX2NYMxwx3wROuQWuVyvrAsj6TjWW5qMdNKJvfGy7Hx4Tff8/OnnzBpR6NwykG3hMtZHOd2UBTycSX7QDifoEPuh5ArapVcl2ni819+pBvNh+++J8wX0vpMyTu9VaYp8OnHH/n4xz/hw0K/roRg2X5+oj9fscaLKZgXG8tSCqoUZu9Zt53aJH6io+lao/0k0Y0x408zxTicDdiOmF81SRi3dsZoTe2yolFtdDcxEUJgwbDXgjaWI66EsMjeWTHCtTpGS5aLbtCN/qZZFRvp9qaVfDvVKUAOEMYaiN7vyWP1bwgH7f5VSnyYRuv7tvBe2XVAuyHY8nyMll3pN8f2f6Y4q8CT1OsLMUVO54w5e1qSuVpc0+sQO4sMSlzBrXBru3iS5hQZi0dazNRaROplHH5ZhJScCqpUCpCGJKe0yrbt0oI6YcukmLAxUkpj264ovYnlhLIUZUnD/rBqIZ3fYOsUM27qVKPIrYkbYBOS8zSd0L2Saia3Kndsk5hOD/gQSOuVOpQyVkHbD5T2NOfHxXlQtPA3Y8ps+8bjckFpzZcvX6jbStwk+jW3Sioya3k74dwk/quTpmrHcnmHP03s1xdyjMNlX1NodOM4P75je/qC7lBUxeUDZ96jjKOVIsnRteJrxdWGMoawLIQwo5XieX2W/JtpYr8+czWGdU+8//Ce7frE8fREWM7EtPH8+Qu/+/2ZEuRGO39Q6CwevgWwQb7Puq0cR8YNzGC9biwXSZjuuoLWOC3jREuHFKYbxt7D6bCUjG1ekte6IvVE1UXa090QYyGcA2FZ2I8rdlrQdgYy3MQVruD0OLVU+9sNydjDvg0oGkygUbo3dEawiteva0PvSR8exN0M7GOENqk3BIN7Db9dvrwS5tU4RXt//fOvKk75hnU4ExRiSXQXWE4XuUtRUc7cCc2lIFZ/ykos/XArb11MpG8nRK0V78KwmSgYO1G1hilATrRaWV82dDDsKZFzxgdRgWAM3RhqjBz7lXasuFmICN7KSuUoAsH3IpEIGiSvsWROSvGyb3Q1YHIzYuJGfkUzknGiTActkrnmAnErtLQzO0O3jnAenht04dDmgjUeQiV4R9ed2CVj5M8//sg5DGOLBlp5xBbHoazFzYG0bvjTSWD4rpjMRDYVgmZeFmrtHPvBMp9RVYKWnLe0Xrl++YwJHjN7ZjVx/fQEe8abP2BDAC1qGUPHRUc8Vk7zwh7F8LvXQtUKfz6T9oOO4XJ5RCnD09evXN6/I9WKDRJs5AxY40Wa1TUmTPhHuB4b3lhaTILsnk6iwe0V7Rcxda6KxTjRb2rQw5BaG/GkjbVgbihuz7SkCFaRUmW9rjiv8ecHDi2Cfq8Ux7ZDLxilwIDuijbcCgR4kYe+ecm+vcbVqw+QuRXw/eqX4lJwl57J39chL2Pk53Dn1N6sWG+fz9hHV27o8e27dwGRfgEQ+kW09v5turAfesrsz1d6bpRcOLadXDqqa6HOpcS2H6ScJdJveMdaI5b/2hjRXjqHclZ+Db288zPBz5weHmnWsqaDXG6F7Aff0mDccEuoEeeUcEWVlnBfbWjIzWLdNmKO4rFTC26eOa5X1udnljCJraJzQvpeZrq1NG3p1qG9Fw6tGSZOTXI88r4Tj2OQKoQoQc20WHDowRGu7MdBTJHryzM5Zx4fH2S+NhrrHXJ1O+y0cI1JSP5OLFFuiWMv+07VMC9ntHUsywla5Xh5Yj6fWN4/Mr1/z/LhA7lX0nGQ1x1rHMvlgY7i6+dP1JKZ50DJmW3f6b0TUyVXOHLh6XqFIRh4OF0IwXEcV5wX3iq98/z8jAKxoTGap68/U+KGt0auDeU4PXzk9PCB2sU9Tys1og41OXda0zx+9z0tBLJS2ClgQ0A5j3YBZR1FSeDVsR+kXDC1czw9UXIWA2YaT+uV1CrKWYmyMJ3Za0JQovPubw899ea/Umija32zPhkR83+HEHBTqEjzNVYv3ApvAEpaWG55+Ey9zfz8pu5uDKF7db45pf/B4z9gCL0uTW+xbHFfWbcXjDNyTymVbjW2i72+de7uPKCGFaFSI2QV8bZRQ8Oo7lpLQeGU0VRVwGqhsuXMPAXKvmGVBOWKFrPx+dNnHh8Wzh/ec+SE0hJYgzHEY4cKyotTn1ViYaI7rM9PkgLmPd2MZCxtKGQyioIsllttHMeOAozunGYnrVaVqIFaJJNDmE8e3Tq5XFFa8/nTT0y5MT1cKIckn1nnxHspGIme6Art3EjgVvjpRO9adqc5jwiBAhisDuzHijed/XnjimJ59x6/nPDeY4yjrhvOWOb5hHML5YjM0ySUR92Z/MS6ViqaaT6RSuXDd7/hum+UlPn6+Qvm/RmloORI77Ie6VVR950wB5zzhGni2Da+fvpJohU+fI/zC1spnOYzNWa6igKuVbl2nDeksuPVhcu79/Qu1EjtJM+FDsbJx2qqdK2pDVrpQu4/IsZ6sTStw88K8YayNTJ5KRQ7PEG6Gnztcf2+KkfuV/S/u8ahj6iL1yn17a5SjWp72w5z+0wla5FbWBTf/O23xSdbF/nYLxEQRlX80uOVKTFWhpS8k7YXco7kmohZkqi7EROIlMX6I6VDkr9aJpVEzlGc07TFuRmrLa1k9n3l2FeO/cq6Pknce62oWsj7xmmauJwu2LG8Pkrl68szJReu10jH4t2MZRiJpUO8TBESdkqZ3jV7jChnZXWyr+zXJzHhcpbUKqW1oc4AasN1zf78zL6/COhUk9xsjHjU9FpYn54opeGWE8Ua0A7nFryxkCP71yc+vLugvEWHBRs8FXGKsEZiEMyItPNhIcxnSu/ijgd4YzmdHzg/vEchouVpDjirh4RKYhVtcITzGYxoQpfLhWlZ0NZhnSPnzLZtWBdYHj9QlCVME+u+8/j+Ix9/+wO9N1JN/397b7ImN5Jka/6iAwYzd5IRkZE19fs/Uq96dW/f6qybMdDdzQyATtILUcDMSUZEfrnorkWAH0kfbIABKirTkXMwhiPl5eUXxnHk7e0FKRlqZVtWRALn549477m+vrC8vlhOOQxcbzdLZ3xkq8ownWhdFzOGQDomVpRcTOPVNnEQcZ0p32htTAN2H/0bKGpD2MEHQ+qoIm2BtiCuEIIinYZEd3fXj9anpKyl4jDxFo6WiFPe5Y624PVOJ4JNd3knDwbzoDLWJ3K+1bc0D2voIEQsDO7P+aPjd43TRFp6L6txgAvScqGljXy7saWNZb2SteJGo6Pc2yRCo9RErYnWMbbGI5Mp62bkU8uNy+dfSLcL1IRrjUEEUibfFm4vrxRV4nTi/OEjghzoFRvzsgl4RNi2K6+Xz4xxIESTEfAuUKpSJbB18R6tjXy9slxeqbWABloB1NGqUks12YlWycsN13fdvCVimDjNz3jf+295gyBMz2eenj4wjueumanIduXy9sI4fyDOZ+anj5QqlAqlCuojbphZS6GJp8UJiUa/4p0wn2Z8CP1z7pP1VhyL0Ruzg1ZrfMdggwelMM0nzuenI65yzlNaYUkbzUXOf/krzQcu1wuinun5Oz7+5a9Mw5k42CYoq7EmTM9PrDmbqJNgg+9OOH34YMTZrdDEVM22dWVZF7wEgj8Zs8Uw2YQP4LvuakrJhr1rpaKkZhDPWhtNHFspbLXgvCN1pJM2tT6qs6qopxJCIoSCc7tg7V4lrcfEyN3Y9gjQCjl7kebBjOxzd1kNJ5Zy2et1hvr2nrdg522+55f0dXmvCL8r+qg+2OQfh7W/a5wNKJgEw/1nVsRJtxtSoObGsqysKduu2ZvSPkRTtOo55c4Vo1rJeTUqytxDgVyoKdlCU2W73HDVqqZLTry+vbKmxK0op6dnzj7SNLG1yq/LhVwS42AMA9vLG8vlBVEY4kQYJhtRKJXRCcFb7lsanS2hkks20uVW0W0jbze2slEFcm3Uqpzm2cbHxoh3DnWBMYxEP+DDRBhniFPHcNq/uWXW242smdIgTieG0zNK5LtPP5CWjfXlhZAX1tc3RB0xnGnNcqxwPiODTbaoeoY4mAG2hkab83QNPn33F5p4wjwTx9EYGD5+xE0zSyqUpvhOCZJKwo0z8/MnXG38j//r/+Tp+YkwzmxrIQwzLXqyZv7+t7/xL//67zCMlJIp23oU5Kan72lxpHiH8+CnaJolzWQg4jQzjAOlGgFcroUiEfEj4kyCsBY7/6BihOPNPJQ2Id82Wsp4TBEstR591YTWDceV4BvBBZP765VUdoCA2KTJPjkiooiz/5F7wcZ19kj7a2Gi6SE9ANfFyMVan0X92ufdDW1ntP9SJvAwVnFUcdz1rP9JhNDjG9OBwfuIS87Wh5QY0Sos14bWxBBHgo8gztjncsH1ecFazcxDiIgHrbVLKfRerkScOHInecapDVfXyvV2Ianw3cePhBA7oFg4zRNpSWylElwgCyzrSlqrwdfOJ5oIt9sCmnnqFcRhnjl9fMIFRyqFkjItb1yWK3EcmJzr6CVhXRJOhXl6ouKoYmNGRYXQGmlbYBiRcWL7yQSWvFOkgisNyYV4Grm9vdrQbycSG5zn+vozQx55/mEiuMpSC6UJ8emZ6cMne59SyKWgEqgpcZpPTOOZWm044fvxxPNHQdQoRWuznLRWIS03aoFaM+M8EE4nLqUydA3M68sbl59+5Xl+5vPtaorhweOzkJeNddn48d/+g/Xyyu3tQqrKD//+fzCeP/GyJevvlYpXK9gZ7lfJpTCOo10LP9DwxuEqnnkKpJb7zGefDjJEOdo6wVdtbLmg2hhHwyCnUkyaQyp9DvuIDvZWx+9VY0Vcp9SxZ2hfeDvM797eAKQ+iBrtj7+Hwt+qsn7dGnnfsnlk6zMDht/LPH/Xc0rX4dxLVk52efKe0LZGWRfIGb9spNdXA6E7yym2rZAz1KJIEVw1IHGpjYoz4Ric8QeFSCmNLWVcNAVlB3jnjIWAxnJ9Ycsrw3xCOgWmCNbK6BP9DbhtC83B2+WF9XYlek8VE+755ddf2MqGRI/iDNJXKiVtlD4T2YDmXdfWM1GeXJVbKqw1sxbrJeZm0Dfj1zEN09YaKZsEnviIc4G03ECrcRutG8/zDFhVt9Ggbbz+8nfS8sb5+Ynh6SPnjz9YeyGtpn8pNl1TGmy1kGtmDCPptvD6888mHBQnxvMzuVScBOJ0ws+GrS1pY729oQrn85n5PDPPI/M8cX37tTMiug5rHNkMymPDBNOIxoFUKnnbeP3pJ2Qa+O7Hf0XCaBzD60raErk0m1v13qKuEJHOKzUOjuAqMYjJJipW1S/mRWvVjseuBFcpmymB5wohjDZeSCO6TnPZ24qmsCfYqETvJbp7ZfRena1ffX/IKRzGs5tVN5yjlKtHivflY79hOce13A328fHaScMEfQAufH38A57zOFPU7tcx5Y6q0YLSQBNabDTHS6AFg555HyjNeoGCdClxy598CDQsFBaM9MuSb9tZas83CBZ+iBrnzzidIDjW5cbtBeq6GRF0E5obGAOkzkd/JY6wAAAgAElEQVR7vb3h55FxGhnkI7lspJSouRoAIGd27YqiEIeB5hyUZiGsGBYY7y1U3Ta0Fqs6+0ArK9v1CqJ4MTJjVqMMRcU2EAelFJ6fn/iv//t/8cOnj2irIEoIo2GHBV5+/QkfJ+J5JjpHXhbyttjuXSt53chp4+nDMyklNCu+Nrblip8nGh7vTUEsbQuldhbDYUB95HK5UIZf+BAnk1T44d/Jm9iECSbfc7tcGMSzONPW3LEw4m10zgF5ufH6t//k07/+B22baLWiq4FMpJkorPa+horDxYlSMh4lBNMfrTSyWph5Z+63heuCQ4dIWVbD9QKjCUQSXMG1nmdSu8BVl9Zz8sWivRvSrpH5ZbX2oAvR3aPtGpuWld4JMu/565dO03VJxLuX3BkRvlEZ7u2Zb1Vyvzz+AIQgPKbAjdpJHmz0Ze8itaYULYaN3Dau7YU4ToYa8hEJjoDlPFG1sxZUBKO8aDSrvtGopUONS6bPlx98twFlu14o02yT92ljLc0kFLCR2jicmUZo+kKqSmuF5XplnE6oCOM4IT7y+XKlfv6FYRiYRuOBFZ1ATY6vU/HhZyNJbpiuJtq4vr4RpzOfPv4IEil55fWXX5inM9M04OXEHro0+oI/zZxiZDqdSbkSUE6nEerIdruQ08q5DwiUWlhSJV/f2G63TnmSrYC2JlSF6CNb2nA+cLndiM9PXcgomfxBLQxDIF0yCcUPI74X8a5vFyAyf/qR7WoixW+vL8QYrKeI9uvk2fKG5GQ5uXjiHNCcuf38C36azRBVub78SmzKMERLUwDBE8PI9DSwbisVYdmMBDw3K/5I9Lgm5GSgkVIyMniqd2h0uOqoNXO7rQyxMkg1nZldZ6QXfpre16s8IHDuBrHLITwid3ZT1XuuShfd6tA7DiPbK8AmtPvoDfec8h2hl7wPSh8fe6hd30/jnzDO/iKt1d1aTUDmweKdU2Nslz5Y2pSSV2NVdzOtFDTB03g29Sg8Ti0ULZpxQ+9fajlIfXtGR25KYEBVCCpE1+Xm14R4U8vWaqDjqg3FQOKlWPIfos1v1lzZ6rX3YwXXTNtkW678+vN/8Ze//hs7E7fJHjqTd0sbzQfcaHykqTZcM1KK6+WF8/nEGAbIQG0syw2NNoWxrlfAcXp6om43trdXGE+kYnMRrZo8xPnpicvtagPpwwjjzOQidXs5xrfWy5XQOWBdDCaLIEaxMTw9mfiTirHy+dgLJA2qw+PYlpX5g6F/pBNnNazyOn98NvaG6ys+qrEtLDeo/XwkoCmZKpvC99994vL6Rhgn0u1GfRaC8+T1Bq0ynj4cI1R9uAM/jQze2fcukFuXRFTBqUdcYGuLKbwl02ht3iQzNPYKf96oacVPJito69FR9xHC7hX3nFF7fqvs2px30IHplNyNpfTIzXev2BBUrD+/u0ljUvh2SPt1++SxEitfedrH5/xeXvn7wPcdIiC+hzcPkmf7LkVnlO83wqS4Ky0nitju4J3Dj834YHr1rpaK847oHeJt6qHUwhCjzf45oVEpZbWL3PNfL57r7cr84UyYJkoB8Y5SNtBde8V4bIzI2uF8l4AjsKaCUxO9nUNku9746e//xfPH74xntxSjQXGOlBdUYXKGbFLvUQlIiwQRUsp4bIJCxERal7LR1oWUVuIwcj7PeDEKEY/Q0o2328Kn5+8J85minuYcEiMNZ73KBj6ewV9o4owcDe28v2P/fEaqFbzn6cMHKsK6XGFZmP4yWfvFeSSOeLUCyzgMpA5+0GBjd3VV3OqoSyatF9q2EjCun7Il0MayrgzDxLZuVHVM331vwIdmhOCtWuFmXRem0xOtJSAS4oSKsOZmEVRf5KIG85Su4IZaOrTLuLdmE5cOq8D2JocBzFUJXmlYWnCvlPZl2TlZTOfGJOr3X32d++2tpq4E1kEIxyN6b/Rboen9Ne7vfSfy6v74EazwEPZ+zXn77eP3+5wHAuHxxGzn8nKnbDh2it0yVE0CPK3UtJG3xJq2DkbIrDmz1URKN9J2peVkVca8DzVXajY5OU0rkldEjN2PYGxrubOy76TPkQDF4dUjMYCLuDCRi1FJqvbZUmkWoqlJKnjxtJTZFisoaWuUVNhyJdfKbbmyphuImiRAUnJWghtxLSBEE9nRitbEuq6s68KWrkaKXRISBrQa+VYUIaWFIg3nR1I3/PHpA95PVAVFyH26BzXcaRPDsLp5hmB4YMRxu92orTGdzoQ4siwrLy8vdhucx40n4vSENquMzqczwzySqsk9INCCo4ldk+uvv9pwsvP42qzQk4xKxTvh5e0NcQZcR6D0MHWeJ/w4Hgrd23qjajZYXrV52lQaa86sKbFt5Vj/SStFINPQzhQfOjuM9w5HZaAxBW/h7IG12yu1egACDOPaSy3Hun1vDO/DXTnOo4LNpsqOLtoxRg7Vvd3yDftgN9DHlszdXvYC0eP7f4k0+tbxDxSEvhyr6buD3e1j27hDpCzhaDS0ai/uKNtmCzz4CM6Y1FPejL5erWXRqkMFUraep4gamVS8z4nmXKlNjJy42QxjWROjg3E+0cYJCQHCQK6GVhKF8/MTa7WeJq0YX49Aa9lACWUFvA2DB1sdrVSb9n994YPYjGoMjlbNOHJemc9jF1315AYpm8xdzoVxUm6XxUbjoqekjRgiMY6kZE33VBO5Kd99+EQMI5oKglJKotWCj54YTqzrSouR0/Mz3vWB80FY1oVty0zPnmEYmaeZ5bYwnG5MLrAtVxsyiBPLdWUAPpxm0tvC9frWqSYbw3RmzQlCxE0zW0p8fPpggIiTR1GTRaiZed2YpsnIw3I2lNNwZvIjGiZoGUqilcqaM67/URq1c8qGAEFjL4R6glraUHeiLxRHQbQw+AR1s2EBZ350x+6YBILyDlLw4MnkaGfYL3ZQT3/AsXbBXvuwee2bAI9h6/s8k3evcy/0iHyr1bIXpO7n9khA/a3jD/U57e2+SHB7Ir4n2Y8CLT2DtjCh54Fg2NqUEhrNE5SSaTkjDWJsxHHCe2/Uh06g2qSLE0MEpW1FN2sGVxV0MdLquqZOrmz5awyBovZeoVkOMQ42teJFjMvWQSrZWBWCp7ZCLRu4gVIrAzAGo1is2kiXF4TMdHo22J12qkk1mkq8M343H9B2Y346G12kOiY/kLbEPD6z6IIn8P0Pf+Xl9UreEqc5cnMe54zwi5JMRwWrIPsumRcwzO0PpyfUGbBj8MEmdJqyrpvNi8aJMKihapYr6+WVqzqef/wXwnzi5e2Np+uFIXh++fXVJAVLpXnwYSAME7nBxx//SiudlcAFY1pQpaWVnBZSPdskUalMzxNarABUEKrzzPOMhNjPz1KhEI1+pmmfEOmY7QZoq7Rm2GVqwlFxUvBkvGbw7TC0HQ6nDdwe2u5r9cH4dvvYDbObzt2nyKNJCxZc98fJbrjfMqCHgpDuvtJaI9pf/EvvuAsg7b7WOSMP/6fD2p1uATnEz/qJi3GrYOD3ptKT6HugYc+3qQ5jKKzULZF6PlZrMThUs9BUnbVZCo1cTcahdYAC6tCqnYrTE2NAWkHLRk4LOS24YHG2aiItV1raaK0QozdWPm/iOG6/PGKgCCusRDQ30+ns7ZvajGbTOYFauL2+cHn5bJuKdkGmmllLRUOkiiFZQnQUhKePP3Ss7WjV596HvKwJ9QPnDx95W6/EcWKcz6g4bsuVtGw9j4M4zr1wYWwR0zBb/zLOpGIqaSGOlFzIaTMBqXFgevpobaJ1QaWxrFecU8ZpJHrPf/6P/8nt8orWwtvLC9M4kFIml4q4gVQb08fvkfMH/OkZN4w4FwztUzJpW7pUwtnkNYbZaFbEBgc2PHL6aNM9vcjZakVLO2oTuTXWXFiL9Y3Xmo1MrCVoG1I3pCVEM0KnzKRZetPpR/bF73ZgwN0Gu2E9ft2ZB/t6trW566/u3nCvmexV4G95wN0yLISVdwFwN9B2r8jae1tT5kj7Hl73nzbO/Th2AXbLd0BAH2Jye2BPh7UrNGGiudqUWhIlr6S0klJv0jvXpeL7xWl9Fq9Yn8m5XRzXwMrOe2NYE8GLicH40ImCm0m9p/XCdnm1QWUfGIeREA2xZExxrssceJwIORVQTytQu/K220MTumq2D9RUWS836pYJ3lO1cb1euby8GgmWCzQXkXCiEVAX8ePMrRSm52eIkfF8NlTO7YrzjnEeeFtWxEdu60JrJneQt2TQyaaM8zOInf/5w0fiMOPjhA+BZV06JLJQ02JsAD7ixxPSSZun6WS0KaUwDJGn5ydEleuvL3hgS4mqjWmcud6u4D0SB4p45ucPZLFxKOeNPTHnQhNDiDnxDNOZrRi1iBtG1HuG+YmNQPGRUosZqLf2SdoyOVdS7X+zUW3mnEzHUzOBRJBsfEA7osfRiatbN9J98Xd4HA2wVOixXXLvKe7ezczybsXv89HfLtbog7HrsV53g7Yg+70Tuz/WSqvNXhQRZ3Qtvwtk+MNqrf3rsDB1d+PWT2rHqYgcdV066eDDRWh9KqATKTXQYrJvznnUOZrve05TtBrjW8LUpFsz4q/WGtKMk3Xv7YqIiSBVY2OQUtm2hEoFMbb5YRjIJZvKVc+Bbb7UWPBEO4OgNpMrpBJ1MGb11tW08TQNkBvrbWFUZ2NLuZIuF66dQa6Ko3WalKpGdCaj6YFmUaRWxFUbH1tvfDqZdLqKsF42vv+Pv9Jq4fX6Si0r6+3Cv/zlr/hholxf0Bjx58lEesbRIHVp69epsm4Jwsjkg3ESDRMNmObBuIWi0poQvUe3FWUwndNqpM0+Bqhwfv5oArRxIATH+mbMi/H8TP35l849a33WeT7f76vzRks6TkiMlFopqoyi4E1JXLEQr6ki3lZ4yxUtGaTgJRN8ZfCGzrF5USPr8v15bUepiXSIXV/6Yuwbe/N/H4juNtHXzCOb+6MRPsD5HvqVey5593T9N3oHJ1h0cNda2b35PeXT9xSYD97zn/acrv/6Hp7uX3V0Bh2G9BCf748wO9Ye9j7E/83m8WrOXXexsm4bW80ULVjA4kkVtmKNamKgBd9/p6bp4Rw4Mdiaj6B2o1rt0vM+EENEm7KtK9frK7kko1ZBUHUmsOocjUJt2XLIWih567IG1vRPqVg1UU3ePG3JyLJrI1O4bW+kslCq6azkzl6Xe394H0fbto3r9UpJybRDspFx3dabLW6F0FtJ23qlZWPbd8PM8PyJGgbcfCLTSLXQEG7rZhuPeJYtcbleWdeVXBsSR5qPNBdY10LJvXbQGuvtQskJH5xp24TA+PydYYTjyJYSv/76GcHz/Je/kltXdxsGSs548cZfm5LlT6LGk9PFYL0zvKw4T3PeIqTO7o/3h9hQaw2pFWrCt43oKtE3nGsErwTfel4JNlvmuxZK95qyp10Pa/8LQ9oLQbtliOzP7sa9t1R6ru+lO5ajfHIvDD2GuXvI/q33/Soc3mkJu2c1bK3jy4c9Hn+AELLQEdc/iH227jXvxqdYHmofdo/+lbZvV1ioe8TzrRiYoU+C1KbkarSZ4UjsrRHsYyTGgabN2iuts4Ow3xD7v7WG9PDLIUQ/9DjCUUujyymbHoezELlhQ9NNKyll22h8sJlS8ah4am4dgmeeNqcCJIp2STnnyLWQtisBzzSeKLWw1kqrhbRtnJ6feQonC/0ksG2JZc2Mz9+bgO22kd5u5OXGrWWcs6H1VhvX64IfN4anGRALIUPkuqyEqlSFLRdm5/HTxJI2Pn/+hRhHhtOJMIzkLVFq4+WXX4nzQM2Jsm2UEMlzojlhLYXx6QNLbwWVLbEsG4MbefrLX1nXjXW78vThmZIy6+1qcEEXqdogepvXLQ2V2iUbTLF6r96E6CneU5fNOGpLstHKtuHZDHfrdrkCvbdM9L6ejhrGQ3VDu4dF25GHvjeOr73TbnyWg5r3cEeZ196z7zf3V3kX8t4dzt0733PMR/Gi+4Pk3dncUUvfPv5QK8U8oFWxHB692xsiztY87hADtQLSF2fff7an0HZtzTgRQ/jkdaWqaWTEcWCIA0OMxBjxPtCSgaNbbbTgbFJBLVwQUXxw0CoxBrwfcARj8wtGRem94Vy9dz1PayjV2jnVBqB3ycJaDchde1VRm+KaYxis4b6lK0Ub3kekTiBCrjZFo6OFKpe3N9swEPCOaZjxPjI/faTVwu165bJeefr+R56fv+P1lrlcX8l5QzXZGNgcKIsZ1ihGgXK9XHsOaQ358+mJlDeKNs4fP3F5e+P188/M04laK/PHjwzzDNr45W8/Iy+FIXpbK62R1w3GSK6ZEGfGYWR5/ZWmxriYUyLXQhxGXq6vfDg/0dxmoIphNrpJZwwAWdWiAgUXjfHCh12AuBhFqThLI1oxBXNtBNmIPjH4fVqjwUNEdizzXpndcbKPxFoi0mc19zD4wePtr9AXb3cjR0V2P955330d93dwf8D3863jvTG/3yxE+MaW8f74XePcE9gjqT12rN3lux7i3h9jn2nfJe7M2rKfrL73ecZ61iysqyat7h1IF5AVbZSUaJ1NHoXW9MgzW+uqxSKE2ZTNRj8YQ1zLrJsyxIhiHLmKtXVqKZRUTBW544RNHMlgZTUlSrORNdcX1HZNhh4aPNoKJRdSiEzxjO9j86VLwBdtbNvNEC0RlvHM/HRGwoB4z9CUnGyKJVdl+v4TtRWoQs3KthXUCeoiOIMP1trYLgsoxBBYLzd+/PE7fN1IuTA+BeanJ66//sxyfcPgbcKH737AD5HWKrfPn/n0l+8QH0g5E1Jhnk8Yj7bDBUcYAtfLlXE6g7ORuCYwzE8QI6KO1oqFxALe2VjfgUndAxWsB1mKcU61VE39SxMek+YbpDL4QnQmPCTO8sf3ldaenz18/7i075MfjyAAgYeZj73y6nu61R4Mf3/83VjvYbLwdTj7YB39fAxfvn9tz3uPBtKu/s5hK/tX/6znlNAvQWOvR9mLuh5y7PhDC2sPA9W+ye2hMA+xuWgPQUBoaM32QbXviCpochArxRWaZkStARI6gVZWWNfKKUS0bPjB+mkitgBb3Y5JgVoy1clRlColoc2Usko2PG8MA2O0ESYpVtSSWo1P1QkSjHUh54xWT2QwkEWrpMU4cw1z3CjbShwiIQrbZh45bQu324UwjYgPoA4/CiVlrtdXXl8vfPfd90znZ9zpzHJ5JZdqepvOG4er9zhVWkpsV9MZ3WqmiGN6/sjLr595eXnl9HSiiBh8UGfy8oKLwSKKTqoVpxPiHC+//IKvBgxx04gLgSpKcwM+ZgjBiM7E9Er9aDoo1+3V9G+GEdc1Qo2MORp4xEWSNqIGajbmxtIyogmkMYZGCAmpBS+V4BXv9y3e1tkjLO5x0T9+vTOp38PJvYRy//79SJjjYJyVR0+4A+YffnYAFx6LSvv7fpnTPoa29x986Rnf569Qbaf4zeMPwtqAknmXbutemdoZWwRk71/tU+h0nMJ+xhxVXjssbLHHVegaja2/dqmN0jrMrgBqGotVYFGbowRBt4qvmUDDDyN12UzzUDxEj/qAydOtXYRov+ld51EU8aYlGkMg52KtglrRVhEUp2qYWATnbZPIOZNrPRSY87ZRVUi1mnAPpbPtGadPUahdICj4SG1KGAYqnp9+/oUheH79/Jl/e/rAME9khK2D4fN25cOPPzB1BkNNmVRNc2WYRpa0EU4T4TTx9vJGrZk4DrytN5ayId6z/PQ3Pj1/QsQzPn0EH/EhkEvuaCzBn4zFQXE0dQzzcz9/38t/SimZ5+ETRQExisrcPEkb3kXrc4ppt1at2JR3o+SV1jaiJEJoDA4cFZHa8/x7kWZfuPfRqruneQ/Ksc3WOd/X3rdXufbnO+HILffQ+P2kyNfPlT2X3Rf+ET0+5It760Ys8bv/fq8mHa92fK77Z3i0ia+PP/Cc3eHrXqN9cNOAqu1E1mTtH5rKkXdiXpa9V7WHxfJ4yd3x853dQGuC9UrUig/B3t9jtPcEwPhtvHMokdKgpWpGXBWdBlxw1FRMcrBruAwxmkwcGByuVRsy9kLRZuJFWgy/2Zq9X99BpdmO7r0BL7Rkw5D6GxICVbzd8OQIrViILIHUGlSo2SqTrSm3ZQOFT0/PrOtKaRk/RF4vFzYtTKeJpI1RlO3Xz7xcLgxPH3B9AHzbVmgBH2dKq2y1EOYTYypcPn/GaSUOJ5AIeK6vrwQNTOOExIFUla1lXBx5u90Yrlc+fPqAiOJCRH1imGYUK54ZVmPXuIHh9GQL04+0IGy1MKrNEunei1RP1WIkZCQ8K4MvDL7ZIIRoB/VoX0O2Wu6DW/cK6914ds+oX/z9OsTleJXj1bib8Jdp2m407431MLRjveu7x7x/h/7dgwe9j6LdGRHenV8z0rLfOv7Acyrvui0PSbFgc5j7BX0IOvZMck+7H15tv5jQ62UPO57e6eproaSF1qxnpeLJITCiSIh4VXyzSqDGgPNCWm8EMX4jp5GhAxW0F3ucM7ACsX8ubbTSaFLvvdNSTJHYyUHr2fr5GKzM5CJciAZEKMXG1dJK893DrHQqjEBuoKWw5cL6pIy3Fa+mvrzcXolgs6MqiCjXyyvLcsEF8OOZp/OJsTaWXPjff/87Tx8/2rAyakx1pdFKJZTKFEfm+YntsnB5fWU6TYib8c4Tx0zSitub9/3v8PxMXRZ++vwL01++Zz7NDKczuTRaGHDeED4xDoYsxIo+fppRhVvdjVHRamAGcYFGwNeAugSaiL0lMsaK94qTfUPvY4a90HP3VA8R1m4AXS3uHlIavlZ1R43aY3YQ/Jeh6KPXuxvJ/fv9sY9tE/uZPffRBL/qkuwp3FdOUL6Re9rn+jYs8P3xB3IMlSZ6l8beQ4EG2h2eO2yrhw/OQsB7b7Oja7+o3O5N3P0j64MhC7041FJP3oWWA6VVwmCUFy5OqIvEEMklGZig1j6rZ7w70XUpNhVrp9AoLuOc0ZOgufddyyEpbrmv4Xbtelbq7vlKsmkW4aDIjDHgUHLZTOYhO6Q2/DCQmgHE2rZyE2W4Xm14uGViMJIrBMZgys6t93tT3qj6C/qvP2JscMpyu1Fq49MP3zGdziAOjcYamFLF+wJNaeKREMG7vkk6XBxQr1QnpFT4MM8msxg90QVa2nh9eUElMA4T4axsy8YcLYyvTfExHoTX6jx+GNiqGjOhAj5TaiUEi6ZUM54NLwnvLZQNDox0vXuufeFLh8O9C/PuXmrvB34NQH8kqrQ110O9r0JIe617kWivSXx5/Pa0yH1W9G7UvDP4/fnfGg3bcbRfbgi/d/wh8F3E5AFs9zJoGw/9mR2o14NeOOgg3EGteb+YsMfnihrMb/8gO55I76M+sn96sVZO3QpURx1gazA2x1gLJa84FK+OIU5U6SGvGs7RLpTdYE+wM3bKPBkAv5iwS68GO5w6ghj1RWkFwxAbwKFIIQ6Dcah2GtDWTCA2Fxuf8oBm8MOI1IZgQPzL9TMfgzdwQTISLy3K4I0JEBRapixXlsvCZy/EcWaaJkQcaVl4++z54ce/GoewFtQFisLlcsE7j8RInEfCIJSWUedYcoYG4zmixQAc6kyRer0siHjSlnm7XLh4Z9hlceRs4fZ1SwzTiBdhSwmcYwzB8viSUSo1WJW0quKl4aQxsuF9QVQJVFtsuoeXu+Hta6vjzbrBcqyrh7oF9yrRew93fy0zdvdAIn2sZnvfdyACeff/489/q096N0L3ztAeGfe+NRK2/85aMvfXPXQ+v3H8AQjBMEIqfUhHgkmEsw/sCPs0QHOC03sw239qVa8eHpssd9dMfKy+He6/9XbHfUfaJdmMMzcZ3WFKsC60YSP3Io13jiiOwSnnacZ518mhMlUNd+vFodmAB8GpaY20YsTTzQAXQTwxBBpWGVYUCSalQAzmjbSHvtU8vDrpbZlCDREfBpwbCYw0MiEaKXK6vfJaV3ARQiQNEUcwjx8CuSRaXql5I+eF7fqGi4HLreCDIOKRq3I7nRjHkZISLnhySiy3C+Mw83w62TCyVkqtRuLsxPLjlJgmm7wJYv3clC16iHEkrRsaYFmUaOPNzN5UwNBI3WGLtRGKAdUtIlHA2PeQZrWCal4zSO3Fkr6Ij3xuNyorbLS+Ye/1B9veLZrSvp6a2nqzQfK7YZlXwnJXQ8gfhtrNhyM+655tj9Z20q7fgtF9/bsjA+VxU7i/n3z1Wo+jYYfGSgfit1b4reMfI/iyWuWRWzZpNHUdJySw1217dcpMcfeK+yUyEdF7gu57+PGwQx2b5BcXSvdLYr3L2sBVJddE9dGItrxHnZDLSME4i4o6tmatmzFGWjM9l5KTMYvUaJXhTmDsncfLPufZqLlQ9x1bDYHko/UpS+25aq3E5gkC4geGOBHDyDCYIOzWGs0FxmjXYt2ulFSwhozg5g/EFgitUmpiW6+Wc5fK5XJhfn4mbRXxlTDahEu8vrBtg2lehkBrxh1ca2OMNgy/bYWmjiWvxz54ebvQTidUlHGY2dtue6XUOWilEZyF3q02ZIVpHG2e1tn43hAGo9tqtnF55/He+oSiFdc2gttwNdGkdVqR3mNuvbbQPYtjL5S0hyh1R2fv3sfi4aaK7JX63TPKlxVQPYxv/35/zXtRSWm6uwSPTbn0+7wvxQev+n6C5GFTOc71Idx+GLZ+D4awr49wWu2Zzn2x1h+OP1QZEyxEsAat37H/3Vr2i2uPNkqIvXhdjjz0XiDqYITD/PZigFrCf4Q1x5UF6Zwu2nG6fUbT5O2rAcx711t95HZbqM1xOp9Y8kprVh0sakD6vN1YtwUfBnTrHjeaLPvgItLDYPvMdhot2UC2RfSNUCtSFS3ZQtpbIYyRGGw+1HtDNVVtVAdbbgxuZhwCb2+f2bYN7wq3z58ZaqOdZmozT6Y191AYWtqotxttK6irjNNIQ7kuN6ZobIZb2q9JJZfKr68Jh6dV7RtEX079vLbUUFqTYJwAAA+zSURBVCncrou9Xq2M40gYrBqbS+Xp+RmRwvV6xQMVR65w9oEaI+o8cRgZ3MCtrrjgiNHjtFqfUxMek1qgNYNxiutjX531XOXwdip00rf73LBt+Y+eb19XDwVGVfY5xbs31K/yu8cVfaele/Cr7R6iSuckeqysvg9R3y3Qe5TY1yfSl63cSaq7T2ff5HeU3I4F+K3j9wtCuuEYjpBEUJyLiNZucBW0HJfRiXUE9xzynZIw9LwCvoLoCwfCgr0tI/a1xeRuryMd1Chor75ptSkU59EmbNvGuq5cLi/EaOcwT7MRS2W1CqsLZKWLwHZJci02T8gOWNg3DQutW99IjH7FzqvWcuywJSeCG4zKUy3w9z4whYiUZhSXxeEFG4/y5p1q2QjNwPuW41Z834C0wbKshDDYDOxSkGlAdSUtNxP7DQMqjvk0Idq4vl6IYSCItw3Je5ozusoYBlQbOTXqspJKsamZYDzBADFGmsKnjx+otVjxzQuuVlJLqFPi6FFpDENgLh7VSk2JGB2RAhRUbeNCOqFWU6rsng32xMhCXukd83vOtoMCjjWCHutpX9StMwLuTqBRLQ36Ii+9G9f9Pe6/7+cjcqzLL1se38odLX/l/vw+Kbx/b5IQ7wH39vw+uaUN/zBL+q3j90fGtKIk2+VcMKM5ijc73KkcSX6jdJvaw5b7a0k/sWPfUu6GSDPYlvTc8rgID+iPB4O+56Q9flfz8DY3upC1wGp9tCCevCy4OHY1Me1Y20jzgYqgreJwFAwS6H3oRMe5U2AoThzeR0ozloFas13gEKzF1BvQDkh5pRTPGCeCd0xj4PJ64ZbWLjlREAboFI9RDcOqznXWOMcQhLSt/PTzjU+fvmfbbmz/e2V++shpGMyrlsL84RPj/EQogULB0YjemYjTbTGAAt4oYwZBvKMl40Py4pinmXGcCCGwbUbglVIip8j59ESrhTEG0lapzeGD74RYjVxX45JyCm2lpYSqoX6Ks7aTyD3FMdl6b2vlAKn3mkQ3OnlocdSdqR2OmoT0+Eu1410bHICCIw20L6xV7XrRzjZhm5nZN9v7Ope9IPW4Zr+oun5ZYT2YQvbiFPualHdV3T1RE3tSr1n0e/079vcHOac7vCBaaQ9Rp4jvF8xAARa0ll4AemyKwM5rvXvVww3uCfTDn+b0yFN73fMIhx4vzW6rZqh7bls7JYZCF52p2LwmKeF8wIdonywYLUhpavliCJRmA87Sq9Iq1rOMPjBE031BmvEQyV5dFsR7VG1w+dzVtFNaERy5GhN8zqvplQoEHxhixEfPNESmceR1u7GtCVeV0orpTeoVTRV9E374+JHXt1fSzys6jNayUuX8dGZwjbLd8GMgU6k1M42ThbbBE3wwEq28MgwWLQxD5xwaR4LzeIy0reSMcwNvb1een57xwRtdZW74oD0F8BY9NWOFiLEQfKPWjEgxZrx+H8TbiJruYae0Q6LvsUDTjtD1bmStL3zXnYJD7jlnb6XsokHW9xRU6wP9x50K5I7e2b213VurtO5GuW8MXxvjb7U+dnDOfTXu9iFfPK7/372+iLNBiW++qh2/a5y+85yAIVvEGxmX7SgGh3OEng3slA97Beio5x6uvAfj/XM87HZ9F9PuTXtc0D9Enyno9Jz7hdjreObVO0lEv+FGUG1hIWog50bDN5vkUISqgbIUakuEwTPPJ1wYei5g8ArvI6cwM8RI8IFWBWnNEDO6j5IrrSpFk82OJtfVpLUD2ZXcsu0XtTDOoxlmCIyjeXNVG5cr0vDY+NlWHVEENwZy3RBR5tPEurxB2piev8PFyaZuxoHb9UZrmdN8siJXzkzziTBEA1GUgndKK8o+rDDEgXEYidFQR0NQwjQQg0MlUkvjdD6TvA2hi7OCTnCKd9Ir3Jm8XhCXO7duw3n7nRPeDRv01BNtRm0jPezZUy9xpgC9b9lGZG047j212vud6lxnwOh8PKpo6zL1R9T22NIoh/e1VPWedR4p1TeM8svj3ibpS1m6e9mXLHfDfPS6u3GavIvtPPU3KsT78Qee0xu5k5qBUivqetXVhf6mRsJ8T3B7kWffIbgn7HeEUN8ndaf/Mp2LDoA8jPhuiHCU2Y+L0kNk2T+yTcc7GxDkuDH9XAJY6V+1k1ob+KC1TFs9bVlMwtAFcIHgPWMIEIxmM6uySWJrBZzi1SZjarV8l2YMC2upBFZETTezVOtfNmlIMFIrcR4JowHEcdTUTIpCG2tOtCZs60ocBv7y3fdUhBoCp9HkIxTFxQk3nEgNrsvCED1aMq5mIzTzNoxe1RjytuXGJGe8H5CqlJqtkjq6g3ZkvSY+/fA90hkSVZRpGph04iY3nINSNvJSmZ8G3NCoaQFNNCoH2WXTPiDt0drpr6SaAXXqmqP2v/c9ZS8X7gvZQlqHduikbdA7UfX9n3Zw37bWUDEhZ6AzJtxzQJA+Y0yPrKRv7kc8fBjYO35m5ehrOox0wJTkzBbYaxK7FxbbpO7+6Ahq77Ms2jFyv2Off2Cce13VemxN2v1i1oJ3oRtZpYqhXvfU/nFcZ/+w+mBs+2TnXoMzz7hvPf1J7R7OHgZ65ON7UG8jX3qU5vdTl2P29HH3UqwFQysHPUluFV8yflsMwRIifjyj0xPNwVoTpSa0GW1lwCTmXejFoB4FeO/xg4nEut7Et52+4pw3LqNcaRW0KEkFUYdHGV1EGmQ2ci74EChbYbllnj59TwwnwjQwVWhNII6kkgit2FWPES+Kb9pZ+QLRBcQ5bqWitSC1MAUjIMvbhvWe4yESu6wLp3RjfprwIR5KciEETqeBYYj8/MtCqxvXtwunSXDVRHwb5bh/3juLtHbJjr2A58yAnFoLQ6X3kcXUyi0HM5jefs+qNlzPzZpraNsXv/ZC4nsGu0dmA1Tf48Ef2i+o4sRWrO5RUL+Prd1bHO3YGARtPQoAY+Fg9xf3wtO9WbjPDes74zxYF9z7zeBbxz8gO797H8ERwWEqz5g4EcGyQ6eYN92rnN2olX3ioMMS+mK6e8Z9KwQhsBM4cRiiDXJrv8m7gdmo2vEKiBpj34M7fbhg/V71fy2P3heO6/uvhbNaLEJoxbRDVSE1oy+JajLobp5pwRt5lQ9ENU/axOHVikOCM4CC7Jubo+RKCJF125hc4PL6xvOnkVtpuHFgHgY+fzYgvGueWpXXy4Xzh+/xQEA4T2eG+WyGf814xCBzznKtbTVgevDBBreTQelohZJuaDszn554vbzaeVXD3J5QkoKWhpZKHDwWNFWul4V5nglDYJoCJV3wNcE1m8FooflGUA/aLMdvvhNE230Sp/vY7pF/gh577FGnMCuhHXPCRpejYPgVIyDqs8b2z0605Xwnzur3u7V6sLn3hNc4kztLQ9XWV+jewjFEmQBUvqDH3Fs/9968Hh2Gzt6we1ndhzIes9A9zL1XaFtr/3yfE70Dm61ZC9B6qGtVR+MOtR34ONOjbN1P5DjDxl4v2/NRs9PHRi/cZcF3bJH2iQd73vtPbfmscaGGo+Wz26mpEVssLG6/gHrktyJ7n+phZ1UDzLdtJTcLOamm4FxjIIfAELwNe4tVcqWrbddqm8yx76hVZP0+yJtrZ35YTGphvTKNJ/J6ZdkWtnSjlownUqvRrtRqLA3GUNdoyYa4a00M4WRFGW/pR84r63JjFJue2bYbuVghyDvP7boSwsQUo4W765XBeyPenibGcbRF06Xga95wmlmuV5xbCLrQ8hWwkTttxt3b+nXb6UulL9TWZeal7rUHu7370MRxO2W/v+bBjlwO6aJZcqwX7QsbsfzV1oqRsYlYdtQOA7KUbO+Ta+uotR4Wax9f1GZhr4WuHTiuauf1gFw7wPgP3YN9YGP30A19d86P+e++xlX5XcOEf8BzKvXB2u2Cul6pRWxSoTYF+mBwJ1+ynPShq9Tj9r1S9n6A+z7KIzyKilotDOyCVW3Y7FgfS+uP2G21dg9Fb+kcV+IIQN77UPtSj3z4SOgB62laOJtbMYY6HxndGU0J9c7EeMSTip1jzZUYgon7tobWhvT8S2u1CKD2sE4azitpuTIOE8tyY10u1JrIZeM8n1Cx1o5zjnVbWZcFtOI7nLDWTPKCK6AaCGKqautyQ1zk6fzM+OGZv/98o+bM88cPgKekzBQHSs2UZTU6y2Fgiiem+UTTaFC/eWS9XaEs1HojsOEkETXRWiU5we1GWkC9t55whj2tEbcbm+Cdok4QNen4u6vs0Vmft9yheXpYozvKGMZFrX3/FnZY0WOhJss9exXtI2yiva3S18JjDWgPXbtsY9Xa07Pdq97D5zsC6e5VH/GxNlL4sOj7N75D+FR6AUr2t/9nPacIqvZm9xLzvoIdymhhQSuoFru4eMQN7LQR2uoBQnbqusx3fcw22Q2ePXzVu6oZD5VeA8vvzN+AiZKzFxSkQ+zoJu26p91j/tZ2EifZIcHHNdy3gR3g0LTRSmJHJQkYc992pRQzIO8jIoFcCgVFJDLN8DSE/npm9E4biu91NT1UnAWhaOX1+kLdEiVb7zRIZOtghpoKt9uFJa28/vQLzjX8ZO2XcRypaWVtVpQKfatSCcwn5e36yvefPvFhNoWxsm3Mzx/xfqBK5RxNcUx9ZMmN89OE4gnzwMvrhVo3XNvQvCIoaXnD+ULcs4eqFNqBHVU13U1VW+hV6cMNdo2baEdgtc5De+/ruj5J4gFab3N0YLeVirpBN/OkVvizLZn9vvXjKPo8mIl4qLWnM3t/VbVrr/TwWblLiuyOQ00UyZaFbfDaC4qu7w27E73jfHulRuQwwj06qyi76q9VjX876fyDsNbmEh89j4WMrle/FNcHcmnOiGOcga3F+Q6Sd5RHt993y4e9hz0f3YVMkf20ar/YHDdfuhHf/WVXodr7YGJIX7QdoU3rRr+rod13q/aQ7+4b0N3HKl3yUO7Paa0YyEEzFU+rPQJwDu1S8NoCgrO8Q7w11jEmhUo1ik9RRm8s6tdtQ0qBXIgxGjUKpqjtg3C5XiitktKNIIqXAaHRUqINI6enZ5qa+LDtj5l5nnm7XPh//td/cp4HvKiN4Gkha7ZFJh4/zpw+fMB5z7JerUhWFrxkbm8XvCQGaUjLJq1QqqlP9+rlLn4LHLJ+e+xanRmn7zX5mvvQg3NI7VhcwQpD7Ug+zRh7q0Z7W2tPQ3ZDulf++88f8r895Dwc791RIbLfc/PGterhjdvDRvOQFXeiNtiLV4LgHtbkfg70dMlarPfNQuQe4e0MIByv99tznfKPzJX9efx5/Hn8f3/88Tj2n8efx5/H/y/Hn8b55/Hn8d/0+NM4/zz+PP6bHn8a55/Hn8d/0+NP4/zz+PP4b3r8aZx/Hn8e/02P/xezhcNWd3JoegAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Detect faces and visualize them all\n",
        "detected_faces = [face for face in detect_faces(image)]\n",
        "for face in detected_faces:\n",
        "  plt.imshow(cv2.cvtColor(face.image , cv2.COLOR_BGR2RGB))\n",
        "  plt.axis('off');\n",
        "  plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mJgUH49c4dyB"
      },
      "source": [
        "### Task 2: Perform Face Recognition\n",
        "- Use a __reference image__ of Donald Trump to compare against\n",
        "- Iterate through all the faces identified in the original sample and check which face matches the reference image."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "id": "q3-l2lj8y48d",
        "outputId": "edb2ed82-5e44-4f8e-97cb-789a117e3638"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Reference Image\n",
        "ref_image = cv2.imread('trump_ref_cc.jpg')\n",
        "plt.imshow(cv2.cvtColor(ref_image , cv2.COLOR_BGR2RGB))\n",
        "plt.axis('off');"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264
        },
        "id": "Bztpri4c0nnm",
        "outputId": "2cc6691e-5980-47c0-8f9a-7372b0d76369"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "face_filter = FaceFilter('trump_ref_cc.jpg')\n",
        "\n",
        "for face in detected_faces:\n",
        "  if face_filter.check(face):\n",
        "    plt.title(\"Matching Face\")\n",
        "    plt.imshow(cv2.cvtColor(face.image , cv2.COLOR_BGR2RGB))\n",
        "    plt.axis('off');\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pvnrcZlE4-2l"
      },
      "source": [
        "### Task 3: Extract and Align\n",
        "- Given the sample image and the reference image, extract the matching face\n",
        "- Perform head alignment for the extracted face"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 248
        },
        "id": "Nj0xqvUw11pJ",
        "outputId": "0a5c2b90-7c4e-4944-9abf-f19f738930b2"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light",
            "tags": []
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Extract and Align Face\n",
        "extractor = Extract()\n",
        "resized_image = extractor.extract(image, detected_faces[0], 256)\n",
        "plt.imshow(cv2.cvtColor(resized_image , cv2.COLOR_BGR2RGB))\n",
        "plt.axis('off');\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5BntLLv22sS_"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "name": "helper_notebook.ipynb",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
